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Andrej Karpathy proslijedio/la je Tweet
Tesla will hold a super fun AI party/hackathon at my house with the Tesla AI/autopilot team in about four weeks. Invitations going out soon.
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Big congrats on the launch
@CovariantAI !
It's awesome to see more examples of cutting edge deep learning lifted from proxy tasks in a research lab into real-world applications, where the problems/challenges "backprop" to you from economics. Good luck!https://twitter.com/CovariantAI/status/1222560287124930560 …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Open Syllabus Project https://opensyllabus.org/ Open Syllabus is a non-profit organization that maps the curriculum of higher education. Database of / stats from 7M class syllabi
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Why the Future of Farming is in Cities - The Big Money in Vertical Farminghttps://youtu.be/LiNI-JUFtsA
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Stumbled by a thread on Reddit: "Is it theoretically possible to do object recognition with classification algorithms other than NN’s?". Just ~8 years ago you'd be more likely to find "Is it theoretically possible to do object recognition with NN’s?". That was a fun few years.
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Andrej Karpathy proslijedio/la je Tweet
A very important read. It's long, but I'd HIGHLY suggest reading every word. Twice.https://medium.com/@cache_86525/the-future-is-grim-27ca6f7ab07b?fbclid=IwAR1c_hvezO1RCxE1SEFoDB9VxV-d9t0k1JS4rUHCY3fbJauJSz4Xdgdqhak …
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Andrej Karpathy proslijedio/la je Tweet
I agree with this article that AI Dungeon 2 (the GPT-2 powered text-based game of infinite possibilities) is "one of the coolest video game experiments of 2019". You should definitely check it out: https://play.aidungeon.io/ . Great work
@nickwalton00!https://twitter.com/verge/status/1211719392989499392 …
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[Papers with Code] Image Classification on ImageNet https://paperswithcode.com/sota/image-classification-on-imagenet …pic.twitter.com/SBsPmkrsVL
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Incredible video series (and YouTube channel), thank you for the pointer!https://twitter.com/MartyKemka/status/1213353947445907457 …
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Metabolic Engineering and Synthetic Biology of Yeast - Jens Nielsen
https://www.youtube.com/watch?v=mL6NwbmEum4 … (the whole channel is quite good). Bio will grow into a major tech stack. We're writing assembly today, but when the AWS is up things will get interesting.Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Fun! Exceed my expectations in result quality. https://www.cunicode.com/works/confusing-coleopterists …https://twitter.com/cunicode/status/1209117754596503552 …
1:00Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
I made some bets in 2001 on what 2020 (a crazy future at the time, two whole decades away) would be like. And now it’s here. As a very common theme I way over predicted a lot of physical and way under predicted a lot of digital. Maybe I can try better now for 2040 :)
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Still slowly making my way through this year's NeurIPS talks. Esp like to stumble by good talks from slightly different areas, e.g. tonight liked "ML Meets Single-Cell Biology" https://slideslive.com/38921722/machine-learning-meets-singlecell-biology-insights-and-challenges … Incredible that we're mapping out cell state markov chains for tissues.pic.twitter.com/eJcCC2AGDB
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Biology is able to pass a lot information from one individual to another as lots of animals are born “ready to go” in both perception/control. And a large fraction of children getting better rapidly as they age can be brain maturing, not magic learning.
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A 4 year old child actually has a few hundred million years of experience, not 4. Their rapid learning/generalization is much less shocking/magical considering this fact.
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Andrej Karpathy proslijedio/la je Tweet
We're releasing "Dota 2 with Large Scale Deep Reinforcement Learning", a scientific paper analyzing our findings from our 3-year Dota project: https://openai.com/projects/five/ One highlight — we trained a new agent, Rerun, which has a 98% win rate vs the version that beat
@OGEsports.pic.twitter.com/1kWvXwBHHpHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Andrej Karpathy proslijedio/la je Tweet
Classifiers are secretly energy-based models! Every softmax giving p(c|x) has an unused degree of freedom, which we use to compute the input density p(x). This makes classifiers into generative models without changing the architecture. https://arxiv.org/abs/1912.03263 pic.twitter.com/IzMPxiNxFQ
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This week's excitement and adventure in Machine Learning:
#NeurIPS2019!
Talks & slides are live and being posted onlinehttps://slideslive.com/neurips Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
I implemented some normalizing flows yesterday (NICE, RealNVP, MAF, IAF), tried to make core of it somewhat clean in case helpful https://github.com/karpathy/pytorch-normalizing-flows … I like how flow layers can be structured similar to backprop, each needs an invert() and emits a log det J "regularization"pic.twitter.com/F8AgiCb2RP
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~2 hours debugging an issue I thought was due to something I misunderstood in the deep mathematics involved but I just forgot to call `http://model.zero _grad()`. This bug really builds character
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