- Python Basics
- Autonomous vehicle course
- Git basics
- Git hints
- Neural networks introduction
- Open AI
- Stanford cs231 CNN course
- Great C++ Guide!
- Linux basics
- Python intermediate
- Transfer learning PyTorch
- Computerphile, A great resource for computer science information. You can find alot of NN videos like here
- Papers with code, leading ML,AI algorithms with code!
- RL OpenAI Tuts - Recommended
- Managing Conda envs
- Deep RL bootcamp
- CS285 Deep RL course
- CNN inner layers visualization
- Git Immersion tut
- Multi task training, dealing with overfitting using multiple task loss.
- Weight decay.
- RMSprop, RMSprop along with weight decay compromise ADAM optimizer
- Adam optimizer
- Vs code The best IDE for development. Extensions can be found here
- Anaconda for python
- MongoDB
- Draw.io diagram tool
- BlogPost How to Write Testable Code
- Clean code (Book) A book about how to improve your codeing, Available in the cs library
- Numpy
- Scikit
- Pytorch
- Matplotlib
- Pandas, Cheatsheet here
- Sacred for experiments logging.
- Omniboard Extension to sacred to show logging nicely.
- Django For web backend.
- Seaborn, for nicer graphics.
- Selenium, for web scraping.
- PyGame, creating simple simulators.
- Jupyter Notebook. not a module but very useful.
- Gym, Python framework for creating RL environments
- Skorch - A scikit-learn compatible neural network library that wraps PyTorch.
- mpc.pytorch - A fast and differentiable model predictive control (MPC) solver for PyTorch
- Python Control Systems Library
- Python GUI
- Adding color to python output
- PyTorch lightning, A superclass ontop torch.nn.Module for faster training and ease of use.
- Weights & Biases ML experiments manager
- logging A logging module
- Markdown all in one
- Intellisense
- GitLens
- Project Manager
- SSH
- Live server - for web development
- Git Graph
- Material Icon
- Vscode, super important for efficiency.
- Git
- Pandas
- Linux
- Linux Shortcuts
- Kalman Filters Videos
- Kalman Filters Matlab Example:
openExample('control/KalmanFilteringExample')
- Vehicle Dynamics System Matlab Example:
openExample('ident/idnlgreydemo11')
- Sphinx - Framework for creating documentations
- Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
- Deep Reinforcement Learning from Human Preferences, and the blog post: Post