Twitter Likes part 46 (extracted from like.js)

Entries 22501–23000 of 24006

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Four important questions about your desires:

What do I genuinely want?
Why do I want it? Where’s this desire coming from?
What will be the cost of achieving this desire?
Am I ready to pay the price?

https://t.co/fwGgfBSAqv

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"In software, naming matters, because names reflect how you think about a problem. Code is also communication, and naming is a big part of making it work." - François Chollet (@fchollet)

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We're Entering the Golden Age of Podcasts https://t.co/moLMVrJLCq

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Trust is built slowly.

Trust is destroyed quickly.

Trust can make complex things possible.

The absence of trust can make simple things impossible.

Trust powers relationships, businesses, nations.

Trust is as precious as it is fragile.

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making change at work: find your hidden assumptions https://t.co/CG8D8n6UwX

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Being a successful PhD takes more than research knowledge. I think one of the most impactful things I’ve done as a PI is to include a professional development talk at every group meeting. I certainly still have plenty to learn! https://t.co/auo5lwz9CQ

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Your life is an experiment and it’s the most interesting experiment you’ll ever run. Just like in research, if you’re not willing to try something because it’s different or might fail, then you’ll never even know what you’re missing out on discovering.

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This is one of the posts of @jenheemstra that I liked the most. Indeed, being busy does not mean you are actually being productive...totally agree https://t.co/NV3c2EnmON

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Life is a collection of experiences.

Experience is a collection of the things you pay attention to.

Master your attention, master your life.

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URL: https://twitter.com/i/web/status/1189410405258383360

Networking is really just building friendships, and I find that thinking of it that way can make it feel less scary. A great way to build a friendship is to ask questions and listen to the answers. It’s so much fun to learn more about people and their lives! https://t.co/QogUFgrQ05

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Chip Huyen (@chipro) 'python-is-cool' collection of tips

https://t.co/ZxAR72A8eG https://t.co/eCMX5JqZt6

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URL: https://twitter.com/i/web/status/1188885224261902341

Heading to EMNLP soon? Help us livetweet the conference!

We are looking for volunteers to livetweet each session. #nlproc #emnlp2019

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https://t.co/JFFWkMQCQ8

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ignore all "alpha male" slop and read this book https://t.co/GRrBpglFPi https://t.co/Cg52okKemC

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“Die empty.” https://t.co/9Hs73pBjk6

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These leaders know that their responsibility is to increase the ownership, autonomy, and responsibility of their followers—to encourage them to think for themselves and try out their own ideas. https://t.co/ut5uQP6e2Q

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Never be a EMOTIONAL SCAPEGOAT. https://t.co/deJUmDaDz1

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@Tagabo_officiel @Artofpuremind The book shown is "Journey to the Heart: Daily Meditations on the Path to Freeing Your Soul" by Melody Beattie.

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https://t.co/B7YiRqodXo

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A type of PERSONALITY is what women are looking for.

Someone they can depend on [has backbone], someone who will be successful [has ambition], and someone who is decisive [has charge].

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@Dearme2_ Guard your spirit. Intimacy is an energetic exchange; only connect with those who elevate your soul.

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@Dearme2_ Sex isn’t just flesh, it’s transfer. Every woman carries energy. Touch the wrong one, you carry her chaos. Guard your body like your mind. Not every door deserves your key.

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谷歌一个看似微小，实则影响巨大的变动上个月，谷歌悄悄地移除了 num=100 这个搜索参数。这意味着，你再也不能一次性查看 100 条搜索结果了。现在，默认的上限是 10 条。这事儿为什么这么重要？ * 市面上绝大多数的大语言模型 (LLM)，比如 OpenAI 的模型和… https://t.co/fkD7GHiJ8j

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https://t.co/kDB0HPWwbD

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@shubhvanii Women want leaders who aren’t afraid of love or conflict

Men who retreat from love because of fear are missing the opportunity to lead through challenges.

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Fake people dislike you when you're authentic. Toxic people dislike you when you stick to your boundaries. Takers dislike you when you say no. Manipulators dislike you when you see through their tactics. A person who is okay with being disliked is a very powerful person.

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A good relationship is,... https://t.co/XvWmTTyvTu

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As You Think, You Shall Become

The Nice Guy mythologizes the woman. He turns her into a goddess.

The Don Juan mythologizes himself. He turns himself into a demi-god.

https://t.co/EAc07wIftu

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https://t.co/j471LOpMDn

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https://t.co/uQca5xLLbi

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https://t.co/RpUiFi95X7

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@Supercali8964 真的很难，这个我能意会国内的朋友有些时候大概只是为了过来打探虚实，甚至都不是为了联络感情… 看不得别人过得舒服，内心是带着恨的… 真能交心的很少很少，除非是有通家之好的那种世交，那是真的看你好有祝福，看你不行真帮你的那种。…

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强烈推荐Apple TV+出品心理纪录片集「你看不见的我」(The Me You Can’t See)

嘉宾包括Lady Gaga、格伦·克洛斯等，奥普拉、哈里王子联合监制，就心理健康问题展开讨论，他她们也将分享自己的故事......… https://t.co/GxZUagPv3K

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Spend time with your People.

Spend time with your Work.

Spend time with yourself.

Finding a balance between these three is essential for an overall wellbeing.

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URL: https://twitter.com/i/web/status/1189000193762447360

There’s a big difference between being busy and being productive: Being busy = doing lots of things Being productive = doing the most important things in the best possible way

Being busy is exhausting. Being productive is energizing.

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URL: https://twitter.com/i/web/status/1188910162154684417

Before you ask someone for advice, spend a few hours seeing how far you can get by yourself.

Either you’ll get to the answer yourself, or you’ll be able to frame your situation in a way that will yield better, more specific advice - and earn you more of their respect.

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A lousy camera produces poor pictures, no matter how many fixes you make to the scene.

The same is in life.

Before trying to fix the externals, make sure your internals are working right.

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We are looking for PhD students for projects related to Explainable Machine Learning, the application deadline is November 6th! https://t.co/weg835S3U4

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Unix: A History and a Memoir, by Brian Kernighan https://t.co/xq0bbXcrnG (https://t.co/wVBarOKQaX)

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Basically do something with what you learn. ACT! https://t.co/Uy2eiylOE8

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People giving their first conference talk often try to play it safe and get it wrong because things that seem safer aren't. Here's some advice on how to actually play it safe as a new speaker: https://t.co/9KTUvrkSvU

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To learn how to design machine learning systems, I find it really helpful to read case studies to see how great teams deal with different deployment requirements and constraints. Here are some of my favorite case studies.

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And crucially, approaching problems from first principles means that the act of looking up best practices later will not artificially restrict the space of thoughts you can think.

Because you've already glimpsed the possibilities. You won't merely assume "this is the only way".

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There's a big difference between learning to solve problems and learning to look up existing solutions.

When approaching a new problem, it's good to make a serious attempt at solving it yourself from scratch (reinventing the wheel if necessary) before looking up best practices.

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my strategy is to wait for Sam to share some of those on our group slack https://t.co/YRJyEpTvni

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「獲得真正自由的方法是要學會自我控制。如果情緒總是處於失控狀態，就會被感情牽著鼻子走，喪失自由。所以那些精神自由，保持獨立思考的人也正是擅長於控制自己情緒的人。」－弗里德里希．威廉．尼采。

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All human behavior is motivated by one thing: escaping discomfort

When you’re lonely, you check Facebook

When you’re bored or anxious. you browse Twitter/Instagram

Takeaway: Understand the uncomfortable emotional states you seek to escape from

Notes - https://t.co/TZxG4SaZMI

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Two conflicting views that I revisit often:

Learning how to code = important life skill for all
Entry-level engineering is increasingly irrelevant

More designers, PMs & highly skilled teams are using tech that replaces light-weight skills & education🧐

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When you’re struggling, one of the bravest things you can do is to say “I need help.” People who can admit their weakness are people with real strength and real courage.

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People often ask me where do I get the insights from?

The answer is in the 3 C's of Information:

Consume
Contemplate
Create

You need to do all the three.

Most people consume information but don't contemplate and create on it.

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• See failure as a beginning. • Never stop learning. • Assume nothing, question everything. • Teach others what you know. • Analyze objectively. • Practice humility. • Respect constructive criticism. • Take initiative. • Give credit where it's due. • Love what you do.

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Independent does not mean alone. Independent means figuring out the right questions to ask, finding the right people to ask, and taking the initiative to make it happen. #PhDchat https://t.co/peaWSr8YCX

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"Independent does not mean alone" is one of the most powerful statements that I've ever heard.

This is a great reminder for scientists who often pursue independent research in collaborative environments.

Thank you @jenheemstra!

AcademicTwitter #phdchat #phdlife https://t.co/0WIJIE9riu

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This is a great collection of advice with many different perspectives on applying to a PhD program in NLP. https://t.co/O7SHWLPr9D

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The Intellect has two main functions:

Collecting the Dots
Connecting the Dots

Observation is the best tool to collect the dots, and writing is the best tool to connect the dots.

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URL: https://twitter.com/i/web/status/1187509814055727104

To keep in mind when receiving a performance review: hear the good, recognize patterns, and tell your manager what you want to work towards in the next cycle. More here: https://t.co/q4TLmC17kE

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Share this philosophy. Setting a goal is important, but never forget finding the value in the process. Whether positive or negative, take them in for you to grow. https://t.co/l1LtzRrMaJ

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The new study by @colinraffel et al. provides a great overview of best practices in the current transfer learning landscape in NLP. Check out page 33 of the paper or below for the main takeaways. https://t.co/nVUYePuglv https://t.co/8p2oZ3q8uf

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If you want to help people from an underrepresented group that you’re not a member of, it’s important to ask, not tell.

DON’T tell: here’s what you need and I’m going to do it for you

DO ask: what do you think needs to change, and how can I help?

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Changing employee needs underlie many of shifts in management roles. The TOP-5 books that every CEO needs to read: 1.The Culture Code by @DanielCoyle 2.Back To Human by @DanSchawbel 3.The Making Of A Manger by @joulee For more, read our article⬇️ https://t.co/mZhrlf9T6y

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How to come up with research ideas:

1) Find an existing research area you're interested in 2) Find a paper in the area, check out the research they cite/cite them (@semanticscholar can help here) 3) Keep reading until you have a Q: "What would happen if I tried X?" 4) Try X

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A nice collection of papers on knowledge representation learning (KRL) / knowledge embedding (KE) from Tsinghua NLP Group: https://t.co/2PVKLbUIdF #NLProc

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If your company becomes incredibly successful, you're now responsible for running a digital country. Your next stage of growth is attaining the skills of a politician.

Engineer -> Manager -> CEO -> Politician

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Doing impactful research is more important than feeling smart, and it's surprising how often those two things are mutually exclusive.

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Ask HN: Successful one-person online businesses? https://t.co/zAijU6o9Td

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“Be curious. Read widely. Try new things. I think a lot of what people call intelligence boils down to curiosity.” - Aaron Swartz

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This Post is from a suspended account. {learnmore}

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People often ask, what can I read to become competent. Reading is necessary but not sufficient. In my observation, six qualities of highly competent people (in increasing order of importance):

reading
listening seeking feedback practicing perseverance critical thinking

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The stages of grant writing: before starting: this is an awesome idea! first draft: this is awful second draft: maybe this could be good? third draft: not bad... fourth draft: okay, this is awesome! SUBMIT! look at submitted version: I love it, but how do I have so many typos?

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"The most valuable thing you can make is a mistake - you can't learn anything from being perfect." - Adam Osborne

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If you’re having a hard time:

Raising money
Hiring people
Getting customers

The problem may not be in your ability to fundraise, hire, or sell.

Those are symptoms. The problem is probably more fundamental: lack of growth, lack of product-market fit, you.

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If you want to grow and improve, you can try to be someone you’re not or you can focus on being a better version of who you are.

Take stock of what makes you unique and think about how you can best leverage those traits in your work and life.

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Democratizing machine learning: perspective scikit-learn https://t.co/7d4TSqUlSb

My #SparkAISummit talk: a quick view on past and present challenges: 1.Building a toolkit for all 2. Tackling scalability 3. Bridging to data engineering

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When talking to grad students, postdocs, faculty, or really almost anybody, I find that “tell me about something in work or life that you are excited about right now” is a pretty good conversation starter. https://t.co/W63f3Xq0jU

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The best consumer product people I know often come from random walks of life.

They are not CS grads from top universities.

They didn’t start their careers as Google PM’s.

They have unique backgrounds (education, career path, hometown) that make them view the world differently.

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Trend I've noticed in successful friends of mine:

Be really passionate about something. Be early. Become an expert. Contribute to the frontier.

(Off the top of my head: esports, JavaScript, crypto, mobile apps.)

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As a leader, letting others see your weakness is often the first step toward helping them appreciate your strength.

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I am looking for PhD/Masters/Undergraduate Students, and Postdocs.

Focus areas: Machine Learning/AI Explainability Fairness HCI

I will be available to meet with prospective students @INFORMS2019. If you are around and would like to chat, please send me an email!

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No one: Me: here is another collection of explainable AI papers

https://t.co/nOEah32h5c

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If you want to have good ideas, you need to have a lot of ideas, and that means you need to have a lot of bad ideas. And, you need to have the courage to look closely and be honest with yourself in order to separate the good ideas from the bad ideas. Not easy, but so worth it.

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You should spend more time reading books than reading Twitter.

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what makes you a scientist isn’t your level of education or your job title, but your way of thinking and deep curiosity in understanding how the Universe works.

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Knowledge is useless without action.

But what if you could sell your knowledge to someone interested in taking action?

The Thinker gets to think, and the Doer gets to execute. Both win!

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Understand yourself before understanding others.

Change yourself before advising others.

Find yourself before finding a partner.

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Two principles of work:

It’s 10 times easier to work on something you care about.
As you take on more, your capacity grows.

“Crazy work ethic” is just people working on things they love long enough to build their capacity.

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Easy way to build an online following:

1) Read lots of academic papers. 2) Summarize them.

Academic papers are so hard to read.

But the best ones are loaded with wisdom and surprising research.

By publishing summaries, you‘ll learn fast and attract an intelligent audience.

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URL: https://twitter.com/i/web/status/1183508288480010240

I'm recruiting postdocs! We use neural interfaces to study sensorimotor learning & make interfaces that use learning to restore function. Large-scale network recording/stim + computation + behavior in🐒. Interested? Find me at #sfn2019 or see details here: https://t.co/enUMKu0T6f

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It's been an amazing few months: - Made a tough decision to leave my job at OpenAI - Traveled to DC, Martha's Vineyard, Mexico City, Japan - Married my best friend

Looking forward to the next adventure! https://t.co/1UfGgi35hY

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Learn to negotiate.

You negotiate to get a job, to get a raise, to prioritize a feature.

You negotiate when raising money for your company, recruiting people to join your team, convincing customers to use your product.

Learn to negotiate!

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URL: https://twitter.com/i/web/status/1183723785263861760

Have a lengthy task at hand?

Break down the task into smaller milestones and list them on a paper.

Cross off milestones as you complete them.

Example: Writing a 3000 word article can be divided into 6 milestones of writing 500 words.

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URL: https://twitter.com/i/web/status/1183216050009038849

I really admire individuals who are open about gaps in knowledge and seek out how to grow.

Pretending you know everything stunts your growth and does not serve you, yet trainees in #academia always feel pressured to do this 🤦‍♀️

AcademicTwitter #phdchat #phdlife

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Interested in doing a PhD with us? Applications for our 2020 PhD programme in Theoretical and Computational Neuroscience and Machine Learning are open! For more info see https://t.co/5BeI5R8BWA Deadline is the 17th of November.

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AWS + Digital Ocean + Gate hub+ Google cloud + ... = Almost the entire internet blocked Iranian because of sanctions. This is the best gift to Iranian authorities who blocked the rest of Internet in Iran. https://t.co/Eh53mtdvDb

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"Every great developer you know got there by solving problems they were unqualified to solve until they actually did it." - Patrick McKenzie

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URL: https://twitter.com/i/web/status/1182679752504594432

The problem is, everyone is trying to win the competition, no one is trying to win the game.

Defeating an opponent is a limiting goal, mastering the sport is the ultimate goal.

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URL: https://twitter.com/i/web/status/1182511886451068928

Entrepreneurship in a tweet.

Step 1: Experiment, experiment, experiment.

Step 2: Find a problem you can solve.

Step 3: Set a bold vision, talk to customers, and relentlessly solve their problems.

Start with experimentation.

End with execution.

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🤗 Transformers https://t.co/iLIifwYt4N

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You’re unable to view this Post because this account owner limits who can view their Posts. {learnmore}

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URL: https://twitter.com/i/web/status/1182059320386707456

Once you have enough money to live comfortably, money has less and less effect on your happiness.

Dissatisfaction with simplicity is more often a problem of perspective than finances.

Spend time with the poor, the sick, the lonely, the old. Then you will see your own wealth.

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URL: https://twitter.com/i/web/status/1182255994677665792

Generating research ideas requires serendipity, but you can engineer that. Read the literature and take notes at seminar. Think about when you have ideas. Are you alone or talking with others? In lab or out for a run? Seek out inspiration rather than waiting for it to find you.

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I just published my (free) 81-page guide on learning #ComputerVision, #DeepLearning, and #OpenCV! 🚀🔥 Includes step-by-step instructions on: - Getting Started - Face Applications - Object Detection - OCR - Embedded/IoT - ...and more! Check it out here: https://t.co/g1I2TyeBSI 👍 https://t.co/W02uBFmOvA

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You’re unable to view this Post because this account owner limits who can view their Posts. {learnmore}

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"Applying deep learning to Airbnb search" Haldar et al., KDD'19 https://t.co/8AavSZX0OQ #themorningpaper

Investigating Airbnb's journey from machine learning to deep learning... so much to learn from here.

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Greater perspective https://t.co/ltfjX7YIQV

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I'm recruiting PhD students Fall '20 @PrincetonCS

Focus: Security +HCI +Data Science (incl. NLP)

Specifically: marginalized groups/security inequity, behavioral economic modeling of security behavior, measuring human-focused safety harms

Apply: https://t.co/Pu8SpDZhws

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In one week, I’ll be at @chicagoideas doing a talk about algorithms and listening to other speakers @dickc, @rameshmedia, @bradkeywell and Maryam Saleh. Hope to see some of you there! https://t.co/4Yxzk9HjLi

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URL: https://twitter.com/i/web/status/1181571827509936128

Investing your time will lead to greater returns than investing your money.

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Make each program do one thing well.
Expect the output of every program to become the input to another, as yet unknown, program.

I think the UNIX philosophy is very Buddhist :)

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In life, make sure you don't end up treating side-effects as your main goals.

Hard work is a side-effect of a fervent desire.

Knowledge is a side-effect of curiosity.

Happiness is a side-effect of living.

Results are a side-effect of your inputs.

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When interviewing at startups, you should ask hard questions:

What’s your path to profitability?
How much fundraising is required to get there?
How much will employees get diluted?
What’s your burn?
How much runway is left?

You are interviewing the company too.

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The fastest way to raise your level of performance:

Cut your number of commitments in half.

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Today I turn 40. I can't believe I just typed that.

Here are 40 bite sized lessons I've learned during my first 40 years.

https://t.co/4fEtfhFW6e

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URL: https://twitter.com/i/web/status/1180837612581527552

Know your desires inside out. Attack it from different angles.

You must know the "what" before seeking "how" and "why".

People directly jump on "How" without clearly knowing the "What".

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If you could tell a company about to deploy their first ML platform 3 things to know before they start, what would they be? https://t.co/m9D6ZhYp4d

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Best tweet of the month. https://t.co/DakTCCGFaO

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I just published The Curse of Perfect https://t.co/FivCY8CsSB

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Being a great leader does not require an official title. Great leadership happens when you have the perspective to recognize a challenge, the creativity to cast a vision for change, and the courage to make it happen.

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URL: https://twitter.com/i/web/status/1179388061416923137

There are two ways to get something:

By will
By luck

To get something by will, you must have a level of stubbornness for it.

Those who succeed using "will" are successful because they didn't settle for anything less.

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hard to rank, but these are all important: transit and walkability workout / fitness scene coffee arts, culture diversity of people fast internet https://t.co/gD9afuFxYR

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Aurelien Geron's new book (2nd edition) is an excellent ML course that introduces many of the new features in TF 2.0. Warmly recommended! https://t.co/qrrZOtL9hF https://t.co/fpbiyx98oC

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URL: https://twitter.com/i/web/status/1178859578047418368

Choose "process" as goals instead of "outcomes".

Outcome-oriented goal: Become a famous writer.

Process-oriented goal: Write every day.

With Outcome-oriented goal, you must have an extreme desire for that outcome.

With Process-oriented goal, you must love the process.

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URL: https://twitter.com/i/web/status/1178331096351739905

Comfort and Happiness are two different things.

Money can't buy you happiness, but it can certainly buy you comfort.

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URL: https://twitter.com/i/web/status/1178345946830299136

“Be curious. Read widely. Try new things. I think a lot of what people call intelligence boils down to curiosity.” - Aaron Swartz

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URL: https://twitter.com/i/web/status/1178300897916592130

When someone asks your decision, decide.

Don't say, "whatever you want." It weakens your image.

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"Organizations which design systems are constrained to produce designs which are copies of the communication structures of these organizations." - Melvin Conway

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loved everything i never told you, little fires everywhere, the leavers. would also highly recommend chemistry by weike wang, useful phrases for immigrants by may-lee chai, shark's fin and sichuan pepper by fuschia dunlop, and absolutely cannot miss know my name by chanel miller https://t.co/RQcagVo4uW

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This talk was a labor of love for me. This paper (Felleisen's "On the Expressive Power of Programming Languages") changed my life. I was delighted to revisit it 25 years after reading it. [thread»] https://t.co/bsGADqfRMa

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This continues to be a major failure of graduate STEM education. https://t.co/GkXdg6EIxn

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URL: https://twitter.com/i/web/status/1177445767486722049

A lot of engineering design does optimization over a simulator that is computationally expensive. Training a neural net to (mostly) sub for such simulator could significantly speed up design. Here is one scenario where we achieve some early results on this: analog IC design. https://t.co/RJ7Zef8R7G

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URL: https://twitter.com/i/web/status/1177435244720357376

Cormac McCarthy on how to write a science paper https://t.co/UWWjNEekBi (https://t.co/x9Izutf8RJ)

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I am reading “Founders at Work” by Jessica Livingston and Woz’s interview on the founding of Apple makes me feel like he is the closest thing to a real-life Iron Man without the swagger.

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URL: https://twitter.com/i/web/status/1177213733891784707

If you are broke, the best thing you can do is invest 1-2 hours every day in learning a profitable skill. (Writing, coding, sales, etc)

But most people won't do it because it will take at least ten months to make a difference.

Sadly, after a year they'd be at the same place.

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How to doing a PhD

{__/} ( • . •) / >📚 i did a read

💡 {__/} ( • . •) / >< \ i had a proposal

{__/} ( • . •) />📝 i designed studies

{__/} ( • . •) / >💻 i collected data

{__/} ( • . •) / >📈 i analysed data

{__/} ( • . •) / >📘 i submitted the thesis https://t.co/VZwXm6gLgD

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Today's mailing list Q&A topics: recent book recs, getting better at product thinking, adding more robust UX practices, and staying at a company versus moving roles.

Interested in 1-2 e-mails per month based on user-submitted Q&A answers? Sign up here https://t.co/6SGEbiXWIf

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URL: https://twitter.com/i/web/status/1177065095475556353

We are so eager to solve a problem that we often forget to understand it properly.

There's a surface level issue, and there's a real problem hidden beneath that issue.

Solving a surface level issue further opaques the real problem.

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A school you pay to learn. A good job pays you to learn.

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Adblock Radio: an ad blocker for radio streams. Built with Keras! https://t.co/mNL5LokRo8

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"The next best thing to having good ideas is recognising good ideas from your users. Sometimes the latter is better." - Eric Raymond

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I’m not sure when the “us vs them” mentality of faculty towards students began, but it’s time for it to end. The members of my lab are my colleagues and peers, not my subordinates. Research is best done in an environment of mutual trust and respect.

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The best ideas & products were rarely good at first, they come from countless cycles of iterative refinement.

A version of this is true for people: the more willing we are to reevaluate our views and admit mistakes, the faster we learn and the further we can improve. Iterate :)

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URL: https://twitter.com/i/web/status/1176361408532889600

The single greatest point of leverage an entrepreneur has is finding diamonds in the rough

People Ideas Opportunities

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URL: https://twitter.com/i/web/status/1165668508279222274

"Struggle mightily... but give yourself a break." Powerful words from @EricRWeinstein about the inescapable nature of success and failure in life. One of my favorite conversations: https://t.co/p3pWIsEtMV https://t.co/YWldlvBVzi

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URL: https://twitter.com/i/web/status/1175584883076489216

i just published a blog post discussing how to define the requirements for a machine learning project. this post focuses on design principles and scoping for projects w/ vague problem statements. please give it a read and let me know what you think!

https://t.co/2yw5mdq9Kc

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URL: https://twitter.com/i/web/status/1175485916887961600

There are definitely principles -- at least strategies -- that can help you design for change. But every project is unique, existing in its own context. There is no exact formula.

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One of the biggest challenges of large software projects is designing for change. Supporting fast-evolving new use cases. Being able to sustainably expand the project over long periods of time. This is why simplicity, modularity, and disentanglement are of the utmost importance.

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URL: https://twitter.com/i/web/status/1174956827311652865

Free distractions are expensive.

Everything costs time and attention.

Nothing is free.

Time is not a renewable resource.

Spend it on things that matter.

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URL: https://twitter.com/i/web/status/1174761672868859905

Here’s a powerful tip, if you truly put it into practice.

“Is this a fleeting desire or have I always felt this way?”

“What is motivating me to want this?” https://t.co/f93FOkr2I8

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THIS. Life is tough, and a PhD doesn't make that job any easier. Having a support network to lean on for the those ~rough times~ in your professional AND personal life makes all the difference. I met my closest friends in grad school and don't know what I would do without them https://t.co/ZAYe3AjLPl

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The future of education is AI-assisted, self-directed learning. Choose a topic to study, then a personalized curriculum will be generated by an AI using relevant data from the Web. Automated grading & chatbots trained in domain expertise guide students along their journey 24/7.

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“Be curious. Read widely. Try new things. I think a lot of what people call intelligence boils down to curiosity.” - Aaron Swartz

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URL: https://twitter.com/i/web/status/1174274465460563968

Software Architecture Is Overrated, Clear and Simple Design Is Underrated https://t.co/9x4RgrKDAN (https://t.co/bx8RPKlUfx)

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Coworking is a great way to surround yourself with people who don't want to work that hard.

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I think you can make a lot of mistakes in life and still end up happy and in a good place. What really matters is to learn, listen, be kind to others, and take care of your loved ones. Whatever happens, this is the best you can do

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English is not the world’s only language. As such, @emilymbender encourages NLP researchers to also work on other languages, or at the very least, follow the #BenderRule: name the languages you use. #NLProc

https://t.co/8Z1VdOyScw

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Things that take longer than you expect:

Building a company
Writing a book
Taking a roadtrip
Saving money

Things that take less time than you expect:

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URL: https://twitter.com/i/web/status/1173193687905558528

just purchased another of her books yesterday and got deliveroo from barshu yesterday ✌🏼 recently hit dintaifung and haidilao and a few others mentioned in the article as well. london chinese food is so good! https://t.co/mcR9oNzYGS

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In the face of challenges, you can change your behavior or you can change your perspective. If you’re feeling unmotivated, you can force yourself to do work or you can change to view the work as meaningful and fun. The first option is easier, but the second creates real success.

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中国有这样一群人，本身生活在社会的最底层，自己的利益时常受到伤害，却有统治阶级的思想，处处为统治者说话。到动物界寻找这样的弱智几乎都不可能。一一林语堂

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@paulg @rivatez A local professor also gave me their 1964 edition of "Brains, Machines, and Mathematics" by Michael A. Arbib when I was in high school, which sparked an interest in machine learning and neuroscience. Free version here: https://t.co/ARMA0Rm2JG

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@paulg @rivatez "How To Read a Book", by Mortimer J. Adler. My 9th grade English teacher pulled me aside and gave me a copy as a gift, and I collected used copies of all the classics in the book's reading list over the years: https://t.co/8bEBs4BoYN

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Started uploading my lecture material for the Machine Learning course I am teaching this semester! Including relatively (& too) detailed lecture notes: https://t.co/IiYSXkNgdX

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Wow, this is great https://t.co/YsRmIoNGxL

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If you really want to do something, you'll find a way. If you don't, you'll find an excuse. — Jim Rohn

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Need to remember this... https://t.co/dxikrwr08I

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Ignore advice like: "would you regret it on your deathbed?"

Don't optimize your life for death. Optimize your life to live each moment to its fullest.

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URL: https://twitter.com/i/web/status/1172160160271413248

The opportunity to mentor creative and ambitious students/postdocs and be a part of their career trajectory is my favorite aspect of this job.

For >99% of us, our citation rate will eventually go to zero but the legacy of our mentoring will live on for generations of scientists. https://t.co/WhCpQBvofl

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Great read and advice. Largely applies to early career product management as well. https://t.co/PJEBPgsY8F

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great company https://t.co/kVE9LR5i5K

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URL: https://twitter.com/i/web/status/1172502159168102400

How I code:

Make it work
Make it pretty
Make it work again because I probably broke it while trying to make it pretty

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URL: https://twitter.com/i/web/status/1172076353031680001

When someone is trying to take you down, one of the best weapons they have is to draw you away from being your authentic self. Fight back by staying strong in who you are and refusing to descend to their level.

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Inspiring day at @EmoryUniversity Academic Leadership Program listening to Karl Kuhnert talk about how we never stop growing as leaders and we never stop learning how to help others grow.

Important reminder that #GrowthMindset is important for both students and faculty!

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@paulg https://t.co/B1akdD3wmR

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exciting announcement: i'm taking a year to focus on explaining computer things https://t.co/RQMqI9Fm1g

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Great leadership is less about telling people what to do and more about helping people figure out the best things to do and how to do those things at their best.

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Many PhD students think their project has to be their magnum opus, a masterpiece which will be the best research they ever do. In fact, a PhD is training, to give you the tools for a future research career. Supervisors would do well to remember this too! #phdchat #phdlife https://t.co/0zOEqwqTHj

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5 Major open problems in NLP.

https://t.co/sHZ3SYKpxB

Have compiled 5 major problems/opportunities for students, researchers and NLP enthusiasts to work on with open pointers to resources.

A ton of wishes to @seb_ruder for his work in NLP community!

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To anyone about to start a PhD: you’re not expected to know everything about your project before you start. PhD projects are niche and will cover stuff that you haven’t been taught before.

phdchat #phdlife @AcademicChatter

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Best wishes to everyone starting a new degree this year! @jenheemstra has some great advice for new grad students and trainees 👩‍🔬👨‍🔬 https://t.co/fVI76FJIgw

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URL: https://twitter.com/i/web/status/1170949978036084736

It's (even more) official: support for Python 2 ends 1/1/2020. Read why, and what you should do: https://t.co/48ihncvHxL

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Build a support network during your PhD and keep growing it as you move through your career. In most cases, the failure and rejection don’t go away when you graduate. And don’t forget to support those around you! #PhDchat https://t.co/1awiQNsu0Q

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What are some of the most interesting Machine Learning/AI startups in London?

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A PhD is about learning how to learn. The research you want to be doing 20 years from now probably doesn’t even exist yet, so what you really need to gain in grad school is the ability to dive into a new area, learn, and develop mastery.#PhDchat https://t.co/wFH5fVFYSl

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Hurray!!! 🥳 The 2nd edition of my book is available on Kindle (https://t.co/YDQvW5MC8u) and eBooks (https://t.co/SMxYdo2Vu3)! The paper edition should be available within ~2 weeks. 🦎 https://t.co/pQ9OuIzsVF

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This is gold https://t.co/P5pGtd4qMs

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Science solved so many problems for us. Technology helped us build such a safe and comfortable world.

But are we happy?

Are we happier than the generation before us? Are we happier that the people who lived 500 years ago?

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In Artificial Intelligence, all the good ideas are on @arxiv—together with many mediocre and bad ones. Students come to @StanfordAILab not to steal ideas but for training and community—to learn the creativity and boldness of thought that advances science. https://t.co/4W8WPKbyYX

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“In some ways, programming is like painting. You start with a blank canvas and certain basic raw materials. You use a combination of science, art, and craft to determine what to do with them.” - The Pragmatic Programmer written by Andrew Hunt & Dave Thomas

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"Everyone thinks of changing the world, but no one thinks of changing himself." — Leo Tolstoy #quotes #life

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Are you going on the CS job market this year? @NicolasPapernot and I put together a (hopefully) comprehensive guide to navigating the process. Including lots of resources & examples!

https://t.co/YT8F82sdRh https://t.co/vdWD8HUu0N

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"First do it, then do it right, then do it better." - Addy Osmani

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Whenever possible, try to incorporate iterations in your work.

Writers and painters don't create the perfect art on the first attempt.

They start with a rough idea. With every iteration, they add more details and remove the unnecessary ones.

Don't try to do it all in one go.

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Career paths in computer science are sometimes truly amazing. I've seen the same researcher's name on a practical type system paper I read back in 2006, on a paper describing a large-scale Coq effort in 2013, and now - on a whitepaper of one of the major blockchain protocols.

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We Let Machine Learning Design Logos https://t.co/V0d33qTn8d (https://t.co/Tc940YeccU)

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New students take note!

Addenda: -Find labmates you want to work with for years -Find a mentor that listens and asks questions before making assumptions -NEVER accept being a token anything (Woman,1st gen,URM...);find a lab whose goal is to help you develop and do good science https://t.co/9m0MY0JPJl

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@CrazyPolymath I often notice the same while working out.

Many people workout intensely for a few days & a few weeks later they're gone.

Consistency > Intensity

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Trying to build a habit but struggling to keep up?

Lower your expectations. Be okay with lower quality of your work.

Initially, consistency is more important than quality.

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"I have a billion-dollar idea but I need a technical co-founder…"

"Everything is ready to go, I just need your help meeting investors…"

If you believe in your idea, don't let other people stop you from making progress.

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If you're choosing your PhD advisor, remember that the research you will do for the next 5 years is important, but even more important is finding the person who will be your mentor and champion throughout your career. You will never regret choosing a great mentor. #PhDchat

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How I Choose What to Read:

Trust friend recommendations, not the media.
Favor old books over new ones.
If the book is boring, stop reading it.
Find books that are loved by some and hated by others.
If I can write about a book, it shoots to the top of my list.

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@Austen hack I learned from @sarahmaibach: use https://t.co/LugfqIAbfQ for free books & audio from the nearest public library 🤓

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When you survive through a difficult situation, you have two options: 1. Make others deal with the same things you did 2. Work to make it better for others so they don’t have to deal with it

Option 1 seems like it will make you feel better, but Option 2 actually makes you better https://t.co/ZGs1onwEuo

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Something I’m working on - to stop giving the people who try to tear me down the benefit of my time or energy. Life is too short to spend it on people who don’t add value. https://t.co/4ZkXOzyj9H

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Hey grad students, before you join a lab, don’t just go by the papers they publish. Do your best to see if the work culture fits with you. Meet as many lab members as possible, not just the PI, and ask about him/her. Who knows? I might be a complete a#%hole and just not know it!

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Intelligence is overrated. I often say that I think most of the success I’ve had is just because I show up and get stuff done when I’m supposed to and I drive hard to do a good job at it. https://t.co/bco8xdeSCM

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OMG! 香港年青人的藝術素養！ https://t.co/F6kzXVrZsq

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I wish I knew when I started my career:

Equity: ask for price/share & total number of outstanding shares
Team: you will be more proud of the friendships you build than any product you ship
Career: find the best company, not the best title

What do you wish you knew?

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The first 12 mo of a startup can be compressed to:

Is there demand & does anyone want this?
Is it useful & will they keep using it?
How do I get more people to keep using it?

Interspersed w/ periods of irrational conviction & temp sadness despite nothing having changed

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NLP is going to be the most-impactful field of AI!

Glad to be a part of this movement and thriving community: https://t.co/4QYiTPB4Es https://t.co/Aay66Gbpar

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Mentoring is: Asking - where do you want to go and how can I help you get there?

Mentoring is not: Telling - here’s what I did and how you can do the same thing.

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"Be gentle, kind, and forgiving of your peers; respect from people you respect is really the only reward that sticks" – Rusty Russell

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If you get nervous before a talk, you're not alone. But, you can find strategies to manage it. I think about how excited I'd be if someone walked into my office and said "I've got time and want to hear all about your research." Then I realize my talk is that same opportunity.

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Envy is a mirror that shows what you find lacking in yourself.

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Full-time: Senior Software Engineer - SF / San Jose at TrueAccord ("San Francisco, CA", "San Jose, CA") https://t.co/TfcGoHho0w #jobs #hiring

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The paper "Understanding deep learning requires rethinking generalization" mostly asked questions. Glad to see some answers / new theories since then! https://t.co/gzALUgtGMO

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Someone asked about how to correct p-values for multiple comparisons during A/B testing (i.e. peeking at results while your test is still running 👀).

I'd use Pocock boundaries: -Plan for a specific # of peeks -Treat each peek as a separate test -Bonferroni correct accordingly

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Scientist @drfeifei centers her work around humanity and empathy. Through technology and AI, she hopes to elevate the voices of communities and create a better, more sustainable planet. https://t.co/gXhcz6gumW

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Lessons we learned when debugging a scaling problem https://t.co/LvvGgUzpIK (https://t.co/kBnH9om7QU)

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Do not improve your product based on the feedback of those who do not use your product.

Improve your product by talking to the people who already use your product, but aren't in love with it.

Reward early adopters, who in turn will reward you with more users.

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If you read books, read William Finnegan's Barbarian Days. It's one of those rare books that divide your life into two parts: before you read it, and after. https://t.co/BTODaei5hr

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Someone asked me why we're organizing DL workshops, since there's a ton of excellent online resources out there. And I think that's the problem. It's not about information anymore, it's about curation. We are drowning in blog posts, tutorials, courses, repos, docs, papers.

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The excellent interactive book "Dive into Deep Learning" has been ported to PyTorch by students at IIT Roorkee https://t.co/6gt457L4oq

The book was authored by @astonzhangAZ, @zacharylipton @mli65 et. al. https://t.co/NQRcbbeO0G

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So great to see this working! It's exactly what we had in mind when we wrote the spacy-pytorch-transformers package, so it's great to learn https://t.co/pCjd6opO1E were investigating this in parallel. The idea's really simple: use BERT etc to teach a smaller, faster model https://t.co/Jkw7dLWzFv

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A colleague asked how hard it would be to train an AI agent to write a story.

I said it depends how good he wanted the story to be.

The End.

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Moshe Vardi reminds us that research is a long game, using the ebbs and flows of neural net history as a case study.... https://t.co/0MeUWKnTW8

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If you don’t feel like studying, start with the subject you like best.

It’s all right to start reading a book from the section you most want to read.

Starting is often the most difficult part.

Once you have started, it’s much easier to continue.

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"Every great developer you know got there by solving problems they were unqualified to solve until they actually did it." - Patrick McKenzie

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The language gives it away: techniques for detecting fake news https://t.co/9muTU2OgSh

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1991年的今天（8月26日），有人发了一个论坛帖子。#Linux28周年 https://t.co/bPMkeqDE9i https://t.co/oSBjyC6ANc

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First-time founders care most about product.

Second-time founders care most about distribution.

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You’re unable to view this Post because this account owner limits who can view their Posts. {learnmore}

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When starting a new research project, ask yourself why you're doing it. Maybe it's to address an unmet need in your field. Maybe it's to explore the unexplored. Maybe it's to get a paper that will help you get a job. The only wrong answer is the one that's not honest to yourself.

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When you meet someone great, find a way to work with them.

I find my closest friends and proudest accomplishments have come from serendipitous moments.

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I agree. This was a phenomenal paper. I’m hoping it will inspire researchers to probe further. https://t.co/sea9atR0Qy

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Choose your problems well. Many times I have spoken to people who have no real idea why they are studying what they are. Introspection can’t be rushed. In the rush to publish paper after paper, who has time? I think we should breathe, write fewer papers, and have them matter more https://t.co/VkzJoEJbUl

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This article is really good. “Guide to build Faster RCNN in PyTorch” by Machine-Vision Research Group https://t.co/InSza5tPCe

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How often do you push yourself to venture outside your comfort zone? Try something that might fail? Set an expectation you’re not sure you can achieve? It’s only when you run after goals that feel slightly out of reach that you discover what you’re really capable of.

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Great book on creative applications of deep learning, by David Foster. All the examples use Keras!

Thanks David :) https://t.co/wh3Mq4UxH0

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because wework is a real Tech Company amirite https://t.co/rDs5TbqhCM

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Still the simple best explanation of what machine learning is compared to classical programming. https://t.co/grHOIxoW3y

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Being a founder is hard. Being an early employee is hard. Being a VC is hard. Being a politician is hard. Being an engineer is hard. Being a writer is hard. Being a friend is hard. Being a partner is hard. Being a parent is hard.

It's all hard.

Life is hard, and then you die.

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A PhD is a degree in learning how to learn and learning how to lead. You develop these skills in the context of a very specialized field, but if you’re in a program that cares about your development, you’ll leave equipped for a ton of different career paths. #PhDchat https://t.co/eUW9z7n4Uc

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【警世恒言[微笑]】生活中，我们有时会犯三个错误：一，向糊涂人，说了明白话；二，试图和不靠谱的人做正经事；三，和无情的人，谈起了感情，讲起了交情。转

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What are the best things you've done to become a better programmer? (Looking more for intentional learning techniques than things like getting a degree or a full time job.)

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@arram I'd try resolving to writing something (anything) every day on some pet project, pushing it to Github, trying best to make it nice, clean & open source, working up to contributing to other repos, achieving a solid green contributions graph.

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Guide on implementing CycleGAN models from scratch: https://t.co/DnujSCsnRo

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@triketora the fixer of 10X blunders? #coders https://t.co/fYAvFYQ5d0

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@niedakh @spacy_io If you're using the spacy train command, you can use the -t2v argument. Otherwise, the API is pretty hacky for it. Have a look at the implementation in spacy/cli/train.py and copy-paste the function: https://t.co/dsyJOGvvXa

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thanks for the shout @pomeranian99 😊 https://t.co/Un59T0wQ6G

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DiDi has just released an extensive toolset for speech processing, based on TensorFlow & Keras: https://t.co/22CoJmaIxj

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US venture capital firms are convinced Blinkist will radically change the world and how we read.

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Extremely grateful to @distillpub and @ch402 for letting me be a part of their first experimental "discussion article"! Had a lot of fun interacting with the paper authors.

I think it's been a successful experiment so far. Looking forward to more of these in the future! https://t.co/FUf08oMnLY

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“Know how to learn. Then, want to learn.” - Katherine Johnson

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That’s the best tutorial I’ve ever seen. https://t.co/bfnjpHONcd. Thanks @ruslan_spivak

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My book @intensivedata is apparently the second-best-selling book across @OReillyMedia's entire book catalog in 2019. Delighted that so many people are finding it useful!

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Wow. 1,962 pages of "Algebra, Topology, Differential Calculus, and Optimization Theory For Computer Science and Machine Learning".

https://t.co/15IaKMRNuG

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How I became a machine learning practitioner: https://t.co/s7Vnrz69mM

(Spoiler alert: you can too!) https://t.co/LInKCzCMYB

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Good design is not picking colors and making it pretty

Good design is removing steps, understanding motivations, making it clearer, more navigable, faster, easier... it is how it works not how it looks.

Too many products (even at the largest firms in tech) forget this.

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Machine Learning for Creativity and Design Workshop returns for a 3rd year in a row @NeurIPSConf! 🎨 https://t.co/AN4PZocjD6 https://t.co/LnTzjarA8D

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Book Review: Designing Data-Intensive Applications https://t.co/IgZKdfTyHJ (https://t.co/LntSZleprw)

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Data Engineering Cookbook https://t.co/xdq40dgVnQ (https://t.co/hDM6bPlHQQ)

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Build the network now for the job you want in the future https://t.co/0ZtMJXSrra

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How often do we think or say "I can't" when what we really mean is "I don't want to try"? I know I do this all the time. We shouldn't (and can't) try to do everything, but we owe it to ourselves to at least be honest with ourselves about the reason why.

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Every person is different and the important thing isn’t conforming, it’s figuring out how you work best and leveraging that to be successful. Managing your learning and motivation is one of the most important experiments you’ll run, and it takes a lifetime to master. https://t.co/AwB9YZDaF9

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People-centered design vs tech-driven design: https://t.co/aMqa0efVtL

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This is such an important thing that I learned after graduating. During undergrad I was of the mindset that I didn't have time to do anything but school work. Over the past 2 years I've realized how crucial hobbies and/or exercise are to good work life balance and mental health! https://t.co/ifRVW4vgG8

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I’m often asked how I have time to do my job and exercise. Honestly, I couldn’t do my job if I didn’t exercise. That’s when I think through problems, generate new ideas, and burn off stress.

If you don’t think you have time to have a hobby, maybe you don’t have time not to.

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This is a workshop I always look forward to! https://t.co/5GSQxOZe5T

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@dgregor79 I love me some good graph algorithms. I did some work on visualization of a constraint graph for configuration rules to find negatively weighted cycles to find and visualize conflicts.

It was pretty dope and super fun to learn.

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It feels like the entire field of compilers is built on algorithms pioneered by Robert Tarjan. Among other things, he made me fall in love with the inverse Ackermann function underlying Union-Find https://t.co/rGU4iTRn1V https://t.co/iTVj7sDI30

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I've been reading a lot of old AI papers lately -- ranging from 1950 to 2010. It's interesting how contemporary a lot of these still feel to this day. The fundamental questions are still the same, and we still don't have any solid answers.

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Good explanation of Bitcoin’s blockchain: https://t.co/k3SUpynOc1

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Generative Deep Learning, the book I’ve been waiting for. https://t.co/XxJS926SSf (h/t @hardmaru)

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Want to learn Natural Language Processing with Deep Learning a.k.a. Artificial Neural Network methods? Stanford’s @SCPD_AI is launching an online professional version of our #cs224n course with customized video content and online course assistant support: https://t.co/221HjL6lrf https://t.co/9Sbl3P6yX3

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A Transformer Chatbot. https://t.co/sjtCFDTVnd https://t.co/CCKXAcM2pP

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To solve a hard problem, you need to be pretty much obsessed with the process of solving it, not merely enamored with the idea of having solved it.

There are many people in the latter category, rather few in the former

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"Show don't tell" is close to universal advice. It applies to:

Writing stories
Leadership
Product development

What else?

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Equally important: choose a PhD mentor who coaches you to ask this question about every experiment. A PhD is in large part a certification of your ability to independently drive a project, and strategic planning is a huge part of that. #PhDchat https://t.co/8hSOl8bLz9

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I talk to creators every week who feel guity for making money.

A few things:

People pay for value, not time spent
It may have taken an hour, but it took years to get to the point where it took an hour.
Many others can do what you're doing. You're actually doing it!

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Not sure how to do this? A few suggestions: -take a self-assessment to learn about your strengths and interests -talk to people to learn more about what their career involves and how to get there -set goals and track your progress using an IDP Better data = better decisions 2/2

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How healthy relationships look like: https://t.co/PSrMSL9N7z

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Peter Thiel on advice to his younger self:

“My advice for you — the advice I wish I could have given my younger self — is this: Before getting swept up in the competitions that define so much of life, ask yourself whether you even want the prize on offer.” https://t.co/7BLHhmIxpK

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The more a woman thinks she needs you, the more she loves you. The more a woman thinks you need her, the less she loves you

She wants you to be obsessed with her, but not to actually require her even though she wants to be useful to you

Yes, it is insanity. And yes, it is true.

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True + https://t.co/Q8kbzqKi2v

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"If you want to do good work, what you need is a great curiosity about a promising question."

Paul Graham, What You'll Wish You'd Known https://t.co/wahd58agtt

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Marc Andreessen’s guide to productivity: https://t.co/yzFSAEKzAO

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"If a woman accuses you of cheating when you haven’t done anything, there’s a high chance she’s projecting her infidelity onto you – abandon her."

Get the IM audiobook:

https://t.co/CVg8k89dPg

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Be with someone who... https://t.co/H1grBo0cvo

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A Man:

-Focuses on his dreams. -Knows where he is going in Life. -Never feels he has to prove himself to anyone. -Does not go through life walking on eggshells. -Does not apologize for his testosterone/desires. -Never loses his passion, for that would be the death of his soul.

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About Self-awareness: https://t.co/dUqNXLyXX1

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Soulmates aren't just lovers, theyre friends too. Your soulmates naturally recognise you, vibe with you & align with you. They see you, hear you, appreciate you, support you, love you, heal with you & grow with you. They make you feel beautiful in your own skin just for being you

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Peter Thiel on the importance of starting with a small market

“It’s always a big mistake going after a giant market on day 1. That’s typically evidence that you haven’t defined the categories correctly, and there’s going to be too much competition. Almost all of the successful… https://t.co/0Tjh12bo67

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Let them judge you. https://t.co/qpTCuWXC5l

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https://t.co/E3ch9GEp3T

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When the right person enters your life,... https://t.co/dVDi9RYf1N

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https://t.co/H7qlz8Q5yD

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https://t.co/xSpLWPWGb2

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True Love https://t.co/TWPYoAVvSt

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鉴播推这期有私心，因为主持人是我前老板的前妻，两位嘉宾都是我认识好多年的老朋友，不过都已经十多年没见面了。不过大家也可以听听，体会一下当年京城文艺圈叱咤风云的三位大女主的风采。https://t.co/2cMCAzd7L8

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编程之美

作者：Linus Torvalds（Linux创始人）

我很难用语言解释自己为什么会如此痴迷于编程，但我还是尝试一下吧。对真正热爱编程的人来说，这件事实在太有趣了。它就像是一场比国际象棋更加复杂的游戏，在这场游戏中，你可以自己创造规则，而最终的结果也完全取决于你的创造力。… https://t.co/ZgdIY962HZ

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"You don’t get rich by spending your time to save money.

You get rich by saving your time to make money."

@naval

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Let’s Build A Web Server. Part 2: https://t.co/4qyIdkh1fC The code for the article has been updated to run under Python 3.7+ #python #django #flask #pyramid #webserver #learning

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I often write code in the evenings so I can spend most of the day working with people. Rationale: “10x” leaders realize that the best products are built by diverse and collaborative teams, and great teams take a lot of work to get right. Invest in building up humans & code! https://t.co/Pn6nOB3Aq9

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Start-ups

Hardest part, in the end: building a great team. And it never ends.

Best-est part, in the end: working with a great team. A shared journey for life.

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"Data dominates. If you’ve chosen the right data structures and organized things well, the algorithms will almost always be self-evident. Data structures, not algorithms, are central to programming." – Rob Pike in 1989

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1950-1990: the dominant implicit metaphor for the mind was a computer, with formal programs and explicit knowledge bases.

2010s: the dominant implicit metaphor for the mind is now that of a freshly initialized neural network deriving knowledge and skills from "training data"

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A fundamental trend in AI is that researchers conceptualize the human mind (and intelligence in general) by using as mental models the current technological tools they have available. This is implicit and insidious.

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@wesmckinn @ApacheArrow Here's how we do the wheel building for spaCy, and our other libraries: https://t.co/XORVrxVykH . It's been working really well for us. Our other advice is Azure Pipelines has been good. Happy to explain further if you think it'd be helpful.

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There is a big difference between confidence and arrogance.

Arrogance is thinking you are better than everyone else.

Confidence is knowing you are the best version of yourself.

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Machine learning meets software engineering: Microsoft share their experiences and the 3 big differences they uncovered between ML and traditional projects... https://t.co/4iXbvsGmgA https://t.co/p4lXchYSbh

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Deep Learning: https://t.co/MhwV37J54I NLP: https://t.co/zC31JstaF1 Comp Linear Algebra: https://t.co/CY7Gu90yLz Bias, Ethics, & AI: https://t.co/ThSz3bnZ4k Debunk Pipeline Myth: https://t.co/qIW64edWiQ AI Needs You: https://t.co/xUAv2eIatU 67 Questions: https://t.co/8m7JK57Aaq

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Being a CEO means:

Learning to sell.
Building an audience invested in your success.
Growing a business around your art, so you can maintain creative freedom.
Recruiting the best people to collaborate with you.
Playing "the game" when it's in service of your art.

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Really happy to share my first publication! A Survey on Image Data Augmentation for Deep Learning! https://t.co/9hw1v0GdVs

100DaysOfMLCode

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"Software engineering for machine learning: a case study" Amershi et al., ICSE 2019 https://t.co/4iXbvsGmgA #themorningpaper

Lessons learned at Microsoft as machine learning pervades more and more projects and products.

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After many years of not having a proper website, I finally made one. Includes content going as far back as 2010... https://t.co/XwqpaXZNz4

My primary motivation was moving my blog posts out of Medium (not completed yet) due to its increasingly poor UX for readers

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Be right, and be satisfied for an instant. Be wrong, and you can learn something new for a lifetime.

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"Always implement things when you actually need them, never when you just foresee that you need them." - Ron Jeffries

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2000-2015: software eating the world: our lives & societal infrastructure move to a digital, connected, information-based substrate, enabling increased automation

2015-: algorithms eating the world: our lives get mediated by automation, with poorly understood emergent properties

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Algorithms, and in general "AI", will increasingly serve as our sole interface to a world that is increasingly made of information. As a result, the algorithmic medium, which at scale no one really understands, is becoming the new nexus of power and conflict

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To improve at something, consistently put yourself in an uncomfortable place.

Start a startup, train for a marathon, or commit to writing every day.

Get comfortable with being uncomfortable.

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"A good API is not just easy to use but also hard to misuse." - JBD

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The fastest way to become exceptional is to work with exceptional people.

If you want to be a great engineer, work at a company with great engineers. Want to start a company? Work for an early-stage startup with extraordinary founders.

Watch them work, and learn by osmosis.

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【谁说人文学科没用？它可能让你终身受益】读大学选科目，千万不能短视近利，谁说读人文科学“没有用”，长远来看，人文学科可能会让你“终身受益”。 https://t.co/189UeI9Jt5

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Build the product you wish existed.

“It’s really hard to make something great that others love but you don’t love. So when you work on something, if you fall in love with it, that’s a good sign. If you do, others will.”

— Elon Musk

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A PhD is a certification that you have gained the knowledge and skill set needed to be successful in one of many sets of career options. It is not a status symbol. It does not make you better than anyone else.

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Thought lead of the day: Leadership skill is really about comfort with handling ambiguity. Handling it for yourself alone is enough in many contexts. To be a great manager/leader you must handle it well yourself and also help the team handle it by providing confidence and clarity

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Our @ISMIR2019 tutorial on 'Waveform-based music processing with deep learning' got accepted!🍾

We will teach about music generation (@sedielem), music classification (Jongpil Lee), and music source separation (myself)!

You can check the abstract online: https://t.co/GGrWexjG4T

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Great is just good, but repeatable

https://t.co/RCcctDxyhs

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Debugging is an engineering superpower. Lots of folks can write code, relatively few can efficiently debug programs and systems. Become good at it and you become indispensable.

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I'm very happy to announce that we have received the #ICML2019 Best Paper Award! https://t.co/XvG2MJ2Hq5

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You can have a conversation with a few people at a time.

Your blog posts can be read by thousands of people at a time.

Your products can be used by millions of people at a time.

Productize yourself to scale yourself.

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Fish.
Teach people to fish.
Build better fishing rods.

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Here it goes! My best attempt at compressing the last eight years of Gumroad into a single article. Includes: Failing to raise money, laying off 75% of the company, building back up and becoming profitable, restructuring our cap table, and more…

https://t.co/m4XHanlvIs

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Startups, books, and paintings are all products of the same thought:

The world would be better if more people thought about things the way I do.

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Looking for a #Montreal-based student to work on a funded project at the intersection of #neuroscience , Machine Learning #ML #AI, and Music. A strong coding background and eagerness to learn is all that's required. Co-supervised by @alain_dagher and myself. DM me if interested!

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As a startup, always bias toward simple. Customers will tell you when your product doesn't do enough, but will never ask for fewer features when they stop using your product because it's too complex.

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Great suggestion. For those trying this out, please don’t skip the essential (and really smart) reverse outline step or you could fall into the text plagiarism abyss...There is a huge difference between modeling your paper on another and creating a textural chimera https://t.co/5Jg3Wy77j4

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Service architecture is so polarized at times. Half of our industry is trying to use userland TCP stacks to reduce every ounce of latency and the other half is using Ruby & Kubernetes and overlay networks that reduce our network perf and increases our CPU usage to 10 years ago.

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This paper gives some really nice insights and mathematical depth to what had previously (for us) been “the mystery of squared distance” in revealing the representation of parse trees in deep contextual representations (BERT, ELMo, etc.). Great to read! https://t.co/hwyXuPlCpg

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Looking at what you can do with deep learning today and thinking "let's scale this up to AGI" is basically the equivalent of watching a magic trick and thinking "wow magic is real! im gonna start a magic company that uses magic spells to generate infinite value"

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"In programming the hard part isn’t solving problems, but deciding what problems to solve." - Paul Graham

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One version of confidence is: “I’ve got this figured out.”

Another version is: “I can figure this out.”

The first is arrogant and close-minded. The second is humble and open-minded. Choose the latter.

Be humble about what you know, but confident about what you can learn.

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You don't need to know everything. You don't really need a formal background in this or that -- though it helps. You don't even need a PhD.

You do, however, need to be constantly learning. Be curious. Read books. Don't be "too busy" to learn, or otherwise proud of your ignorance

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Cornell's excellent Machine Learning course is entirely online, for free, including all the lectures on YouTube and all the course notes: https://t.co/mIGDIu7E7t

That's the bright side of the Internet: so much knowledge freely available! 🙌😀

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If I had a few billion $, I would start a non-profit AI research organization focused on solving public-interest applied problems like those from the thread below. The world needs one. So many problems we have the technology to solve are currently untouched https://t.co/09EfZs4yZp

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"A user interface should be so simple that a beginner in an emergency can understand it within ten seconds." - Ted Nelson

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Shorter feedback loops means more iterations, and it’s the number of iterations, not the number of hours, that drives learning. https://t.co/eC9vNAIAqr

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Training Language GANs from Scratch

Latest work that attempts to train a language model entirely using GAN discriminator's loss function rather than maximum likelihood loss. Large population batch size and dense reward signal make REINFORCE less unhappy.

https://t.co/KeEMtBjCFq https://t.co/7058pHP1nU

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@blogtd 许多人的第一反应是寻找一个标准答案，而不是想一个自己的答案。这种标准答案思维深入到了文化的方方面面。

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Founder mentality: If you think like an owner, and you act like an owner, it’s only a matter of time until you become an owner.

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This is a great tutorial: building a Transformer with the Keras functional API in TensorFlow 2.0. https://t.co/mxgAvG8tSR

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There is an ongoing misconception that AI/ML are intrinsically valuable, and that therefore working in the field is bound to make you rich.

A ML model is only as valuable as the problem it solves. ML without an application isn't worth anything (beyond intellectual curiosity).

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Work as hard as you can. Even though what you work on and who you work with are more important.

Knowledge workers train, sprint, rest, and re-assess.

Inspiration is perishable - act on it immediately.

Be impatient with actions but patient with results. https://t.co/DnXn03GCy7

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You might not think that programmers are artists, but programming is an extremely creative profession. It's logic-based creativity.” - John Romero

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"In programming, the hard part isn't solving problems, but deciding what problems to solve." - Paul Graham

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You can now easily apply weight pruning to your tf.keras models, to obtain smaller models for inference: https://t.co/xQOsSfR9PT

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How to describe your design work in a portfolio or presentation (thread below)

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今天母亲节去探望了高耀洁老师。92岁的高老师戴着氧气瓶，又开始编撰新书“高耀洁诗词札记”；这本书是受了希拉里的鼓励开始编写的，估计十月份出版。高老师的生命力真是太强大了,太鼓舞人了！Visited Dr. Gao Yaojie today to wish her a happy Mother’s Day! 👩💗🙏 https://t.co/QOEYOf281I

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https://t.co/No0I8fQOMi could easily be the most comprehensive and democratic form of educating and empowering ambitious and driven people to apply DL to whatever domain of their interest and expertise so daily listening to fastai lessons is a good habit, worth developing💯

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中国模式是什么模式：是虚假的社会主义，与真实的资本主义，就像马与驴结合，生成一头骡子，现在这头骡子要输出骡子模式，以此提出解决人类命运共同体的方案。骡子最大的特色，是无法生产，不可持续，中国模式是不可克隆与输出的模式，因为它充满内存的价值悖论。这是中国特色社会主义的悲剧性命运。

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Given infinite data, you can solve arbitrarily complex problems with a "dumb" model (such as a densely-connected neural network). However, when it comes to difficult real-world problems like self-driving, "lots of data" is very different from "infinite data". The long tail is fat https://t.co/R2F2axscnu

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It's hard to beat someone at something if they enjoy it and you don't. This is true for good things like writing and dancing and also for bad things like meanness and office politics.

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@paulg I mean I guess in the most abstract sense that all knowledge is somehow useful, but my primary take on this is that everyone uses running water, but not everyone needs to know how to be a plumber. https://t.co/vcE7INlybI

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"Every great developer you know got there by solving problems they were unqualified to solve until they actually did it." - Patrick McKenzie

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If you're bored and uninspired, get to work, don't wait for inspiration to magically strike.

Inspiration isn't something you receive from your surroundings, it's something you make for yourself. It comes from what you choose to think about and what you choose to do.

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"Every great developer you know got there by solving problems they were unqualified to solve until they actually did it." - Patrick McKenzie

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The benefits of writing Pseudo-code: a way to think about programming without getting wrapped up in syntax https://t.co/cDv4PRPva5

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Great leadership is more about wanting things for people than wanting things from people.

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All my articles are pretty much letters to myself on something I'd like to internalize and get better at. The last month of launching a book and doing dozens of... https://t.co/D6oyjzC9q4

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Probably the best summary of our education system by @naval “Schools and even our way of raising children replaces curiosity with compliance. And once you replace the curiosity with the compliance, you get an obedient factory worker, but you no longer get a creative thinker”

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The purpose of a PhD should not be training for one specific job. The purpose of a PhD should be to develop problem solving, critical thinking, and leadership skills as preparation for any job. #PhDchat

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@paulg You can always borrow concepts and ideas from other startups, too. It's good to look, and understand the competitive landscape in detail, but not to obsess over.

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Tech company incentives for SWEs are fundamentally misaligned with what make a high quality product.

New features and adding complexity are what get you promoted. Polishing existing features and reducing complexity are what make a great product.

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“Be curious. Read widely. Try new things. I think a lot of what people call intelligence boils down to curiosity.” - Aaron Swartz

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Impact is how many people you help. Power is how many people you get to help you.

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My book “The Making of a Manager” is out today 🎉 It’s everything I wish I’d known when I became a manager at the age of 25. Know someone who might benefit from it or looking for a refresher for yourself? Please help me spread the word! https://t.co/h9lcQdaMjb

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“Good design at its core is about understanding people and their needs in order to create the best possible tools for them. I’m drawn to design for a lot of the same reasons that I’m drawn to management—it feels like a deeply human endeavor to empower others.” @joulee

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The best 2h you will spend this week: @naval x @farnamstreet Ridiculously insightful. https://t.co/g3oHuiF0LW

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"A New Golden Age for Computer Architecture History, Challenges, and Opportunities" by Patterson at the recent RISC-V summit https://t.co/YUBwurxk6u

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一个周末把《Generative Art》看完，真爽！这是一本很适合入门了解概念和基本技法的书。已经懂编程的人可以看得很快，好像我这样小时候用 Logo 学过递归画分形的话可以理解得超快。学会技法后，我觉得还是要上手连续的，否则只是理解也没用。 https://t.co/x25AZBKjXC

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Great tutorial on Deploying Deep Learning Models On Web And Mobile (Along with a working demo!) by @reshamas and Nidhin P. They've used the https://t.co/wANZD5nFcn library, but the tutorial can be used to create a web and mobile app using any framework https://t.co/sUV3j55u62

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Fascinating graph. Since 1990, computers, databases, and the internet should have dramatically cut the personnel cost of hospital administration. It has instead increased by 20-30x.

The problem is structural, not technological, and I doubt AI will have any impact there. https://t.co/ROfTOLmsDi

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Perfect plans must be turned into imperfect work.

Perfection is the privilege of the purely hypothetical.

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I think open-source is wonderful. I feel incredibly grateful for: - the Keras community and their contributions to Keras itself and to the wider deep leaning ecosystem - the ton of open-source tools, languages, platforms I've used and benefitted from so far. Invaluable.

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It would be my MS advisors Kathy McKeown and @juliahberg, who introduced the wonderful world of #NLProc and AI to me. https://t.co/kNFi9pQcvS

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An algorithm to predict audiences' emotional response to movies: @PSFK on the Story Learning Machine from @socialmachines and @McKinsey https://t.co/HW5N2MbZa3

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Just a little taste of what entertaining things creative uses of deep learning can do! https://t.co/p1yoqn75nd

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You’re unable to view this Post because this account owner limits who can view their Posts. {learnmore}

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Congrats! @rajiinio and @jovialjoy 🔥🔥🔥 https://t.co/2QjMtkMilJ

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This is a great example of using deep learning for data journalism; fastai and ULMFiT was used to classify sentiment of political messages. https://t.co/VMLXZZUMkW https://t.co/0YIzRQVVDi

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tf.keras has a new developer guide for TensorFlow 2.0 Alpha: https://t.co/Dzrl15ftto

Includes: - Guide to the Keras Functional API - Training & Evaluation (both built-in or written from scratch) - Writing layers and models from scratch with subclassing - Saving and Serialization

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Why distributed systems designers should strive to stay CALM: the art of the possible! https://t.co/7K3peBo16A

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"A user interface should be so simple that a beginner in an emergency can understand it within ten seconds." - Ted Nelson

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"Data Visualization: A practical introduction" A stunning, beautiful, carefully researched, free, online book by @kjhealy https://t.co/UhCb3BOVto https://t.co/zCBj6z78JN

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If you reward the behavior, expect more of it.

This is true when dealing with others and when dealing with yourself.

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Everyone can teach you something if you have an appropriately broad sense of what constitutes a lesson.

A negative example is as instructive as a positive one.

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“ First, solve the problem. Then, write the code. ” - John Johnson

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I got podcasted :D https://t.co/PxFxDVlHkE

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I'm super excited about this new approach to unsupervised neural machine translation. #nlproc #naacl2019 #naaclhlt2019 https://t.co/ZBBWRiucyf

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William Goldman - one of the most successful screenwriters ever - on creating stuff: "Nobody knows anything" https://t.co/qPVTIOq0kF

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A Programmer's Introduction to Mathematics: https://t.co/lfv8QJhC0t - This book looks amazing. Learning pure theory has always been difficult for me, but once you add real-world examples and implementations the concepts usually become intuitive and clear.

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"Asymmetric opportunities:

Invest in startups Start a company Create a book, podcast, video Create a (software) product Go on many first dates Go to a cocktail party Read a Lindy book Move to a big city Buy Bitcoin Tweet." - @naval

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Seeing Theory: A visual introduction to probability and statistics: https://t.co/X20Xb8VPgO - The visualizations here are amazing

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Thinking about this is a neat trick you can use when reading papers.

Ask yourself: What conclusions have you drawn?
What are possible alternative narratives the author could’ve chosen?
If the author had chosen a different narrative, would your conclusion be different? https://t.co/kbWgNMXgbp

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Most successful founders/CEOs I know are deeply focused on their companies, employees, customers w/little time for advising/board seats. Spare time is for engagement w/ family/friends/partners/meaningful relationships

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“Why did they insult me?”

Bad question.

“Why did I feel insulted?”

Good question.

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The internet makes great teachers widely available.

Your opportunity to learn is limited only by your ability to direct your attention.

On-demand education can't easily compete with on-demand stimulation.

A disciplined seeker will find no competition among lotus-eaters.

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1 month until The Making of a Manager’s release! Today we're launching a few bonuses for folks who pre-ordered: Chapter One “What is Management?" + My Essential Management Reading List + "Guide to Writing your own Manager's 'User Manual.'" Details here: https://t.co/gGjBR7FlWp

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Looking to add a data scientist to the @veritonic team - should be in NYC, love thinking about and digging into audio, and have the entrepreneurial spirit.

...want recommendations/introductions...not recruiters.

cc @hmason @dgentry @epc @VictusFate @ceonyc

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Python in Education - Request for Ideas https://t.co/TPmaCQok8r

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Natural Questions: A new QA dataset consisting of 300,000+ naturally occurring questions (posed to Google search) with human provided long & short answers based on Wikipedia. Looks like an exciting new benchmark! Paper: https://t.co/JzRg3E8VQg Competition: https://t.co/avU2M0Wa9U https://t.co/DIsl11cvX0

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How To Be Successful: https://t.co/2h1C3jGm1e

This is very long, but I think one of the most important things I've ever written.

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Key habit of highly successful people:

Always hold yourself to a higher standard than others do.

Meeting others' expectations makes you average. Exceeding them makes you exceptional. And, it's more fun driving toward goals you set for yourself than goals others set for you.

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The key benefit of embracing failure is not the failure itself. Rather: -what you learn from failure can be highly instructive -reducing your fear of failure reduces your chances of failing -a positive attitude about failure makes you more likely to seek advice to overcome it

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One of the biggest misconceptions about writing scientific journal articles is that they have to be “formal.” Can we all agree that:

formal = boring

When we read, we want to be told a story, and good stories have personality and emotion.

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Grad students, when you hear that you should be “independent” you might think that means you can’t ask for help. Quite the opposite. Independent does not mean alone. Independent means taking ownership to think critically, recognize when you need help, and seek it out. #PhDchat

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Your career is your career, and nobody else’s. At the end of your career, you will care almost none what anyone else thought of your career choices, but you will care almost everything about how much impact you were able to have in the career you chose. https://t.co/HcDlr6TArU

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70 days until my book launch! As I learn about marketing over the next two months, if you'd like to help support The Making of a Manager and spread the word, I'm creating a group to share behind-the-scenes updates and ask n00b-ish questions. Would be delighted to have you join!

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AI technology helps students who are deaf learn https://t.co/kNpMYYCvcm via @MSFTResearch

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Someone is putting an idea out there to be tested in a scientific way. They are willing to be proven wrong. They are taking a risk.

Someone fitting their theory to their empirical result after the fact takes no risk. Nobody can prove the theory did not come first.

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Deep Learning with Keras by Cheuk Ting Ho. https://t.co/zNi4pcLHQv. This talk shows how it'a possible for computers to speak more like humans using the latest deep learning techniques combined with word embeddings and other advanced NLP techniques.

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A great thing about the Keras community is that, alongside many third-party contributors, it has involved collaboration between folks from Microsoft, NVIDIA, Google, and Amazon, which are all companies I like & respect. Collaborative open-source is one of the best things in tech

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It's worth remembering that the best education happens on the Internet. It has been true for the past decade. And it's dirt cheap.

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You don't need to solve problems that are already solved, just because you don't 100% like or understand the built-in solutions. A good framework will get the known problems out of the way to let you focus on what you're really trying to achieve.

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I think a majority of people in my field spend too much time reading preprints, and not enough time reading books. All kinds of books.

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As a developer, your job isn't about how much code you write, it's about how effectively you solve problems.

The best code is code you don't write & maintain -- because you're using off-the-shelf solutions, or because you're picking solutions that involve fewer subproblems.

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The short-sighted approach to mastering a topic is to dedicate all of your time and energy to study in depth what has been written about it so far.

The long-sighted approach is to study a range of interconnected fields, and form your own mental models through relevant analogies.

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His article is surprisingly well-written, rigorous, and scientific, albeit it is missing many important details.

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Reading into Albert Einstein’s God letter: https://t.co/2m0LC0ORfD https://t.co/YfB9URCgD1

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I continue to strongly recommend you learn to code. https://t.co/dC6TVepbyt

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Audio feels under explored, and I don’t mean as a form of input. Note how different a photo and video makes you feel. What feelings are triggered when you see an Instagram feed of images versus watching a YouTube video by that same influencer?

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PyText: Industrial-strength open source NLP package from Facebook AI: develop NLP models on PyTorch and deploy through ONNX.

Pre-trained models for text classification, sequence tagging, joint intent-slot... https://t.co/phn8mu9Dhz

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That new GAN is cool and all, but don't sleep on this! https://t.co/Fs3L70STi0

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9 yo: What's the point of life?

Me: I think there are two: to do great things and to be good to people.

9 yo: Can you tell me someone who did both?

Me: Mommy. She started Y Combinator, and you know how nice she is.

9 yo (surprised): Wow, I'm lucky to have her as a mother…

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Details about self-publishing "A Programmer's Introduction to Mathematics"

https://t.co/gKe2VaI6Ck

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Writing gives thought solid form.

Get your raw mental process on paper.

Read. Revise. Reduce. Clarify.

Disciplined writing is disciplined thinking.

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Wonderful essay on science and art! Jane Richardson describes how woodcuts, vases, and origami influenced her research. Now I know where those "ribbon drawings" of proteins come from.

https://t.co/9th96rpkdR https://t.co/JSuqeggHZn

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Papers accepted to our #NeurIPS2018 Machine Learning for Creativity and Design Workshop are now online at https://t.co/tdn1NkVsK8 Come find us on Sat 8th Dec in Room 518 with @sedielem @ada_rob @jesseengel @dribnet @RebeccaFiebrink 🤖🎨 #neurips4creativity

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哈佛教授史珂拉写过一本论述人性诸恶的书（《Ordinary Vices》），其中把残酷列为诸恶之首。她认为，自由主义及来源于反对残酷。链接：https://t.co/dG6ad7gvjj https://t.co/yem0mgBHYZ

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How to fix deteriorated music quality in Bluethooth headphone when iOS simulator is launched https://t.co/xYWGh2vNUB

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@paulg Lisp is actually an area where people already looked at and did find better solutions in the form of Haskell in the early 90s. A solution which moreover has kept steadily improving since and shows increasingly strong momentum.

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Several people have asked for examples of the latter. Here are three: Lisp, the essay, angel investing.

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There are two places to find new ideas: places no one has looked before, and places where people have looked, but not hard enough. Kids are taught that big ideas come from the former, but the latter may actually be more promising.

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@dennybritz I think graphs are the correct mental model and API for deep learning -- but not graph of ops like a TF graphdef, instead, graph of layers. Recursive graphs of high-level building blocks.

Which is also how deep NNs are visualized in pretty much every paper or textbook ever...

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Tensorflow 2.0: models migration and new design https://t.co/DMz7teuo35

Great overview of upcoming TF changes. Personally I agree with the author and I'm not a huge fan of eager mode either. Is it just because I'm used to thinking in terms of a graph? Is eager really superior?

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My book is coming out in March 2019!

I've dreamed about publishing a book for years (I have four fiction manuscripts... https://t.co/e2s5HJY8Oj

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We just launched Magenta Studio: a suite of free music-making tools using our machine learning models! They're available as an @ableton plugin or as standalone Electron apps. So excited to see what you make with them!! #MadeWithMagenta

👉 Download them at https://t.co/l4KpRnLYGv https://t.co/cLqiziT4eW

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@oakvale5 第二语言让我们拥有了自己原本拥有不了的新性格，真是一桩幸福的事情。

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Hey machine learning researcher musicians, we still need great, diverse music for the @NipsConference 2018 Banquet. Deadline extended until Monday, November 12th. Details at https://t.co/Fho6uDCAK8

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Our NIPS Creativity workshop received 79 paper and 117 artwork submissions. Nice work, #creativeAI community 🤖❤️ We look forward to reviewing them with @sedielem @dribnet @ada_rob @jesseengel @RebeccaFiebrink

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A Keras implementation of BERT -- a new transformer architecture with strong performance across a range of language tasks. https://t.co/OznxM3h51Y

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@fchollet @karpathy Sometimes high-level, intuitive "mental models" can blind you to your own misconceptions.

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Inspiring from James Dellinger, who shows how to create a bird classification model from scratch - and then explains how he very nearly quite deep learning before he started, but carried on regardless https://t.co/rWK1o07UAI https://t.co/3AyPQLY78o

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scenes from distributed systems https://t.co/Ju4oXY7dOv

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My go-to example of this is PCA. If you know how to diagonalize a 5x5 matrix by hand, then you "know the math" behind PCA. But this gives you absolutely no understanding of what PCA is, what it does, and why it works. You need higher-level mental models.

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Many people in engineering believe that to understand something, it is necessary and sufficient to have a low-level mathematical description of that thing. That you need to "know the math behind it". In nearly all cases, it is neither sufficient nor at all necessary - far from it

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https://t.co/U3vVF55zKU

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Well, this is unexpected. The book "Physically Based Rendering" is now available for free online: https://t.co/HqUVBOVLaY. And, I can't overemphasize this, it has LINKS within the book, so browsing the inline code is now trivial (credit to @marcosalvi for the notice) https://t.co/EP1mwB9X2e

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曹长青和程凯能在大陆做到新闻高管，难免自带极权政治的人格基因：即一切皆可政治，一切政治必是你死我活的战斗。他们这个年龄段的过来之人，很少有情感世界必要的经验：怜悯，关怀，宽容和体谅等同理心。他们醉心于自己的正义感，对他人的悲伤毫无知觉，久而久之便培养出了曹这类特殊材料制成的斗士 https://t.co/PAZWafbqDh

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"The best way to predict the future is to implement it." - Alan Kay

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"Programming: when the ideas turn into the real things." - Maciej Kaczmarek

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Here's the Autumn 2018 release of draft chapters for Speech and Language Processing! Enjoy! https://t.co/pjfZsYfJ5S

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There is always more to read than you have time for. A trick I have is to set a topic each week, and mercilessly ignore anything that’s not on that topic. This rule filters out most news, tweets, new paper and popular articles or books. #reading

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Implemented [Hierarchical Attention Networks for Document Classification] @ github (https://t.co/xvSckAnDDa), blog https://t.co/7tEEQ3soI7

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"Poincaré Embeddings for Learning Hierarchical Representations" #Reading

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Full-time: Scala developer for NetLogo at Northwestern University (Evanston, IL) https://t.co/N8fJ1TEzO0 #jobs #hiring

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"You can have the project:

🕒 Done on time 💲 Done on budget ✅ Done properly

Pick two." − Unknown

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推荐系统的精排，LR能解决80%问题了，FTRL能解决95%的问题。各种NN，小公司小团队看看就行了，是个坑。经验证明，一个NN从调研到上线，两个人6个月时间。

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候选人的技术背景是很容易考察的，但是团队融合/工作态度/抗压能力等等软技能很难在面试中发现，这些其实比技术更重要

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What are some of the best product or design articles you’ve read this year?

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"An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling" https://t.co/N8xk2OHtd8 good to see more papers on the topic - always start with a CNN before reaching for an RNN. You'll be surprised with how far you can get.

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Why you need to improve your training data, and how to do it: https://t.co/ArVq78E6vX

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I've been working on a system to remember more of what I read. It’s obviously not the result of years of (or indeed any) scientific verification, but I have found it to be quite effective.

https://t.co/B01K58tbIT

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There are some fantastic links on neural network acceleration hardware in this CS217 syllabus: https://t.co/f056QIt2AT - thanks @perdavan and Kunle Olukotun!

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I haven't tried it myself, but a new startup called https://t.co/ZP1fbMBV4G is offering ~50 hours free GPU credit on some very nice GPUs for @fastdotai students. If you try it, be sure to share your experiences! https://t.co/VP299F0vag

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How to watch OpenAI Five Benchmark:

OpenAI Benchmark will be livestreamed in English, Russian, and Chinese
Stream starts 12:30p PT on Sunday Aug 5; main event at 1:15p PT
Official stream (English): https://t.co/qlwe6eKQsL
Unofficial livetweeting: this account :)

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"Understand one level below your normal abstraction layer." -- Neal Ford

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"1. Start simple. 2. Get it to work. 3. Then, add complexity." - @TomBredemeier

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The key insight is that finding the right programming community FOR YOU is a matter of language/community <-> mindset fit. The technical differences are mostly dwarfed by the emotional ones. Say, a Ruby mind trapped in a Java workload is a terrible waste.

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"Every great developer you know got there by solving problems they were unqualified to solve until they actually did it." - Patrick McKenzie

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"The purpose of software engineering is to control complexity, not to create it." - Pamela Zave

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Full-time: OCaml server-side developer at Ahrefs (Singapore; San Francisco) https://t.co/59yszuw8ez #jobs #hiring

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The print version of “The Rust Programming Language” should finally be here!

Get it from:

@nostarch: https://t.co/2gcHBN4i43

@amazon: https://t.co/5KOAGZakB8

The PDF version is also quite nice!

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Nina Simone 是美国蓝调的传奇歌手和灵魂。她的声音浑沉，充满人生过后的沧桑感。听她的歌往往会让人更加思绪万千... Nina Simone - Wild Is The Wind (Original) https://t.co/SWaIVkI1Nt via @YouTube

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Full-time: Distributed Systems Engineer at Fauna (Boston, San Francisco, Remote) https://t.co/rdi7SxuxqV #jobs #hiring

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Rust is a interesting language. Check it out! 😎 https://t.co/xd7n4TWrQx

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6 books to help you answer big questions about yourself: https://t.co/e99p4bIsX9

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🔜🔜🔜 @nostarch 😍 https://t.co/dqp2l8TxDK

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"Haskell is faster than C++, more concise than Perl, more regular than Python, more flexible than Ruby, more typeful than C#, more robust than Java, and has absolutely nothing in common with PHP." - Autrijus Tang