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Prikvačeni tweet
I'm really proud to bring some empirical evidence to the what kind of AI progress should we expect conversation. I expect increasing compute to unlock new capabilities in the near future.https://twitter.com/OpenAI/status/996782863797256192 …
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Danny Hernandez proslijedio/la je Tweet
We're standardizing OpenAI's deep learning framework on PyTorch to increase our research productivity at scale on GPUs (and have just released a PyTorch version of Spinning Up in Deep RL): https://openai.com/blog/openai-pytorch/ …pic.twitter.com/lgvqDdWDoB
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Therapists also prescribe drugs, which seems important. But you don't need to see someone weekly to get prescribed drugs.
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Therapists are generally reluctant to give advice. It was probably intractable to teach such a large profession to give good advice broadly, but medical-grade listening skills was a viable core product.
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The market price for trained listening seems to be ~$200/hr. (therapists) Seems worth cultivating listening skills, as most people value listening highly and will never seek out therapists.
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People don't want to feel small, and it's generally not advantageous to make them feel that way. The virtue of humility could also be defined as intentionally underestimating yourself, but an accurate picture of your abilities seems like a better thing to strive for.
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The aspect of humility worth cultivating is avoiding making others feel small.
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6. If there is an AI Autumn it will look like increased focus on lucrative applications. For these reasons I consider AI/ML as a relatively safe career bet. AI/ML is relevant to a core or the core problem for most big Tech companies. — end of nuance-mongering —
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5. Amazon is finding RL to beat established approaches on logistics benchmarks.https://jack-clark.net/2019/12/02/import-ai-175-amazon-releases-ai-logistics-benchmark-rise-of-the-jellobots-china-release-an-air-traffic-control-recording-dataset/ …
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4. RL is powering Facebook notifications. RL isn't considered to just work the way supervised learning often does, so I find this pretty meaningful. Facebook as a business deeply cares about notifications.https://jack-clark.net/2018/11/05/import-ai-119-how-to-benefit-ai-research-in-africa-german-politician-calls-for-billions-in-spending-to-prevent-country-being-left-behind-and-using-deep-learning-to-spot-thefts/ …
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3. The biggest upgrade to Google in years leveraged BERT/Transformers/Deep Learning.https://www.blog.google/products/search/search-language-understanding-bert/ …
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2. In the AI media hype wars the possibility of an AI winter is often raised, but in a way that feels misleading/ill-defined. Past AI winters consisted of huge numbers of companies folding and drastic cuts to funding.
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AI Winter is NOT coming

Maybe there will be an AI Autumn
— Begin nuance-mongering —
A Winter of old would look like FaceGooZon laying off more than 30% of it's AI/ML staff. I'd put less than 1% on that in next 3 years. AI/ML is producing too much business value
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Danny Hernandez proslijedio/la je Tweet
Twitter will add 4 settings on who can reply to your tweets. • Global lets anyone reply • Group is for people you follow & mention • Panel is people you specifically mention in the tweet • Statement allows you to post a tweet and no one can replyhttps://www.theverge.com/2020/1/8/21056856/twitter-replies-limit-option-compose-screen-beta-app-features-new-ces-2020 …
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Danny Hernandez proslijedio/la je Tweet
Write down your 2020 goals and look at them on the 1st of every month. It's worth it!
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Danny Hernandez proslijedio/la je Tweet
The Lesson to Unlearn: http://paulgraham.com/lesson.html
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Danny Hernandez proslijedio/la je Tweet
We're releasing Procgen Benchmark, 16 procedurally-generated environments for measuring how quickly a reinforcement learning agent learns generalizable skills. This has become the standard research platform used by the OpenAI RL team: https://openai.com/blog/procgen-benchmark/ …pic.twitter.com/OhECCCAeY3
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Danny Hernandez proslijedio/la je Tweet
The Bus Ticket Theory of Genius: http://paulgraham.com/genius.html
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Danny Hernandez proslijedio/la je Tweet
We're releasing Safety Gym, environments and tools to evaluate reinforcement learning with safety constraints: https://openai.com/blog/safety-gym/ … Aims to ultimately help agents satisfy real-world safety requirements while training (eg not driving off a cliff, not writing abusive content).pic.twitter.com/VTwS4KoFS1
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Danny Hernandez proslijedio/la je Tweet
When people visit your startup, they should be surprised how few people you have. A visitor who walks around and is impressed by the magnitude of your operation is implicitly saying "Did it really take all these people to make that crappy product?"
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I think it's super interesting that past AI winters don't even register when you zoom out and look at compute trends over the last 60 years.https://twitter.com/OpenAI/status/1192481690741903360 …
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