After 3 months study, exploring and using, have to say google JAX and deepmind Acme are amazing - former makes dl pure functional, and the later makes big drl models as clean as openai spinningup
Agents learn to barter with each other from scratch, adjust their production and pricing in response to supply & demand shifts, and can discover arbitrage when different prices emerge across the map. The environment will be released via Melting Pot: https://t.co/5kLjRJjTVz 2/
Reinforcement learning agents can learn to cooperate, compete, and communicate in multi-agent settings. New research explores the emergence of micro-economic behaviour as agents learn to produce, consume, and trade resources in simulated worlds: https://t.co/wLNTdmUwza 1/
Generative models (such as Dall-E 2 and PaLM) are becoming just such an insanely powerful, almost magic-like technology, it's completely NUTS. And it seems like most (non-ML) people still don't fully grasp the implications. This technology will thoroughly transform society.
The neat thing about software engineering is that it's a field where generalists can thrive. Logic & puzzle-solving, product design & user feedback, writing & communication, imagination, architecture, teamwork, all at once.
Now on YouTube: “Modern Artificial Intelligence 1980s-2021 and Beyond.” My talk at AIJ 2020 (Moscow), also presented at NVIDIA GTC 2021 (US), ML Summit 2021 (Beijing), Big Data and AI (Toronto), IFIC (China), AI Boost (Lithuania), ICONIP 2021 (Jakarta) https://t.co/SpxDopU0O2
instead of categorizing cortical areas in terms of their specialized visual, auditory, somatosensory or executive functions, researchers should study the different combinations of information they represent https://t.co/ekwQU2wkCB 来自 @QuantaMagazine
Tomorrow, I will give a tutorial on "ML from a Bayesian Perspective" at ACML 2021.
https://t.co/pyRhcB8hAz
I also wrote a summary for the slides, explaining why a Bayesian perspective is essential for machine learners https://t.co/xN4JxTSaD8
Slides: https://t.co/3Ht6wRJqtn
A GPT-2 written essay was submitted to the Economist's youth essay contest.
One judge, who did not know the essay was written by an AI, gave this review: "It is strongly worded and backs up claims with evidence, but the idea is not incredibly original."
https://t.co/RbKrQvN8C0