• Regression, classification, gradient descent
• Classification of handwritten digits
• First training loop in PyTorch
• Recommender systems also featured at Girls Can Code summer schools
• Matrix completion on toy and Movielens datasets
• Dynamic programming and Gridworld
• Dimensionality reduction
• Deep learning, CNNs
• {CNN or perceptron} on {faces or cats & dogs} datasets
• MLP on {digits or faces or wine or cats & dogs} datasets
• Doudou le hamster surveillé, Viterbi algorithm
• GPT

• Automatic differentiation
• word2vec as matrix factorization
• Federated poisoning

On DataFlowr you will find fancy stuff like GRPO, LoRA, etc.

On Windows, install Miniconda Python 3.10 and open the Powershell.
On Ubuntu, you may have to install pip3 with sudo apt install python3-pip.

make
python -m notebook

I do not endorse Google however this button may make your life easier: