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The Emergence of Machine Learning as a Rupture Technology for Artificial Intelligence

The Emergence of Machine Learning as a Rupture Technology for Artificial Intelligence
esrf.fr - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from esrf.fr Daily Mail and Mail on Sunday newspapers.

James Crowley , Institut Polytechnique , Generative Adversarial Networks , Rupture Technology For Artificial Intelligence , Machine Learning , Rupture Technology , Artificial Intelligence , Deep Reinforcement ,

To Understand Language is to Understand Generalization

In my essay “Just ask for Generalization”, I argued that some optimization capabilities, such as reinforcement learning from sub-optimal trajectories, might be better implemented by generalization than by construction. We have to generalize to unseen situations at deployment time anyway, so why not focus on generalization capability as the first class citizen, and then “just ask for optimality” as an unseen case? A corollary to this design philosophy is that we should discard inductive biases that introduce optimization bottlenecks for “the data sponge”: if an inductive bias turns out to be merely “data in disguise”, it may not only cease to provide a benefit in the high data regime, but actually hinder the model on examples where the inductive bias no longer applies. ....

Gary Marcus , A Survey Of Generalization , Deep Reinforcement , Fuzzy Concepts , Pretrained Transformers , Universal Computation Engines , Zero Shot Task Generalization , Robotic Imitation Learning , Universal Computation Engine , Next Decade ,

Imubit Announces $50M In Total Funding To Expand Its AI Process Optimization Platform

Imubit, the leader of artificial intelligence (AI) process optimization for refiners and chemical operators, has raised $50M to bring its Closed-Loop. ....

Gil Cohen , Josh Fredberg , Imubit Neural Network Platform , Loop Neural Networks , Loop Neural Network , Imubit Closed Loop Neural Network , Growth Round Led , Zeev Ventures , Insight Partners , Spider Capital , Closed Loop Neural Networks , Closed Loop Neural Network , Deep Learning Process Controltechnology , Deep Reinforcement , Closed Loop Neural , Imubit Closed Loop Neural Network Platform , Next Insurance , கில் கோஹன் , நுண்ணறிவு கூட்டாளர்கள் , சிலந்தி மூலதனம் , ஆழமான வலுவூட்டல் , அடுத்தது காப்பீடு ,

Deep Reinforcement Learning is a waste of time

Deep Reinforcement Learning is a waste of time
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Karl Friston , Brandy Clark , Deep Reinforcement Learning , Reinforcement Learning , Artificial General Intelligence , Imitation Learning , Deep Reinforcement , Deep Learning , ஆண்டி கிளார்க் , ஆழமான வலுவூட்டல் கற்றல் , வலுவூட்டல் கற்றல் , செயற்கை ஜநரல் உளவுத்துறை , சாயல் கற்றல் , ஆழமான வலுவூட்டல் , ஆழமான கற்றல் ,

Critique of 2018 Turing Award for Drs. Bengio & Hinton & LeCun

Conclusion (~1,700 words).
All backed up by over 200 references (~6,500 words).
We must stop crediting the wrong people for inventions made by others.
Instead let s heed the recent call in the journal
Nature:
Let 2020 be the year in which we value those who ensure that
science is self-correcting [SV20].
Like those who know me can testify, finding and citing original sources of scientific and technological innovations is important to me, whether they are mine or other people s [DL1][DL2][HIN][NASC1-9]. The present page is offered as a resource for computer scientists who share this inclination.
By grounding research in its true intellectual foundations and crediting the original inventors, ....

United States , Holland Library , New York , United Kingdom , British Columbia , Mountain View , San Diego , San Francisco , World University , Noord Holland , Andhra Pradesh , Baden Wüberg , Eteläuomen Läi , Brighton And Hove , University Of Colorado At Boulder , City Of , Comunidad Autonoma De Cataluna , Long Beach , Systemei Monatshefte , Technische Universit , Ivakhnenko Lapa , Sherrington Kirkpatrick , Terrence Sejnowski , Birkhaeuser Basel , Principia Mathematica , Konrad Zuse ,