My Personal Expriences


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If you want to know more about Science, specially Artificial Intelligence, this is the right place for you
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PyTorch tutorial of various RL algorithms:

actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

https://github.com/higgsfield/RL-Adventure-2
#reinforcement_learning #pytorch




Solving Rubik’s Cube with a Robot Hand

This is fascinating, make sure you read it.

Summary: OpenAI team trained a pair of neural networks to solve the Rubik’s Cube with a human-like robot hand. The neural networks are trained entirely in simulation, using the same reinforcement learning code as OpenAI Five paired with a new technique called Automatic Domain Randomization (ADR). The system can handle situations it never saw during training, such as being prodded by a stuffed giraffe. This shows that reinforcement learning isn’t just a tool for virtual tasks, but can solve physical-world problems requiring unprecedented dexterity.

https://openai.com/blog/solving-rubiks-cube/
#reinforcement_learning #machine_learning #robotics
Solving Rubik’s Cube with a Robot Hand
We've trained a pair of neural networks to solve the Rubik’s Cube with a human-like robot hand.


Pytest Library

The pytest framework makes it easy to write small tests, yet scales to support complex functional testing for applications and libraries.

http://doc.pytest.org/en/latest/#
#python #programming


The Math of Machine Learning - Berkeley University Textbook

The mathematical skills you need for starting your journey into the field of Machine Learning
Note: It should be noted that It doesn't cover all the mathematical skills you need for doing ML during your life, It's just a brief textbook which could help you to start learning more complicated mathematical concepts in ML

https://www.datasciencecentral.com/profiles/blogs/tutorial-the-math-of-machine-learning-berkeley-university
#mahine_learning #mathematics




A great course about Digital Signal Processing, presented by EPFL
https://www.coursera.org/learn/dsp
#mathematics #electrical_engineering


Lectures Slides of Signal Processing for Machine Learning Course by Stanfrod University
http://web.stanford.edu/class/ee269/slides.html
#mathematics #machine_learning










#physics #neuroscience #quantum_physics
https://www.youtube.com/watch?v=s78hvV3QLUE
Leonard Susskind: Quantum Mechanics, String Theory and Black Holes | Artificial Intelligence Podcast
Leonard Susskind is a professor of theoretical physics at Stanford University, and founding director of the Stanford Institute for Theoretical Physics. He is...




A set of tutorials and courses on Geometric Deep Learning:
https://people.lu.usi.ch/bronstem/teaching_tutorial.html
#deep_learning #geometric_deep_learning #machine_learning


Genetic Neural Architecture Search.pdf
1.5Мб
Today I published the pre-print version of my first paper which is about designing a new evolutionary algorithm for neural architecture search in Arxiv.
https://arxiv.org/abs/1909.09432






François Chollet is the creator of Keras, which is an open source deep learning library that is designed to enable fast, user-friendly experimentation with deep neural networks. It serves as an interface to several deep learning libraries, most popular of which is TensorFlow, and it was integrated into TensorFlow main codebase a while back. Aside from creating an exceptionally useful and popular library, François is also a world-class AI researcher and software engineer at Google, and is definitely an outspoken, if not controversial, personality in the AI world, especially in the realm of ideas around the future of artificial intelligence. This conversation is part of the Artificial Intelligence podcast.
https://www.youtube.com/watch?v=Bo8MY4JpiXE&t=173s
#machine_learning #artificial_intelligence #podcast
François Chollet: Keras, Deep Learning, and the Progress of AI | Artificial Intelligence Podcast
François Chollet is the creator of Keras, which is an open source deep learning library that is designed to enable fast, user-friendly experimentation with d...


New Educational Methods for Learning Mathematics
https://www.youtube.com/watch?v=X_CK1e0Lmxw
#mathematics
Common Core Math Explained
Dr. Raj Shah, owner and founder of Math Plus Academy (mathplusacademy.com) explains why math is taught differently than it was in the past and helps address ...

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