Research Related

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• An Opinionated Guide to ML Research, by John Schulman, 2020.

• The Science of Deep Learning, by Baraniuk et al, 2020.

• How to write a great research paper, by Simon Peyton James.

• How to write a first-class paper, by Gewin et al, 2018.

• Mathematics for Machine Learning, by Desinderoth et al, 2020.

• The Three Golden Rules for Successful Scientific Research, Edger W. Dijsktra. 

• AI’s Future Doesn’t Have to Be Dystopian, by Mohamed et al, 2021.

• Software 2.0, by Karpathy, 2018.

• On the Opportunities and Risks of Foundation Models, by Bommasani et al, 2021.

• 3blue1brown Youtube Channel on Animated Math Fundamentals.

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Softwares and Datasets

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Reinforcement Learning

• Acme

• Reverb

• RL Unplugged

• MuJoCo

• PyBullet

• Hard-eight

Machine Learning

• Launchpad

• Jax

• Haiku

• pytorch

• Tensorflow

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