ML from scratch

Classical NL

Linear models

• Linear regression - .ipynb notebook
• Linear classification (LogReg) - .ipynb notebook
• Linear classification (SVM) - .ipynb notebook

Decision trees

• Decision trees regression - .ipynb notebook
• Decision trees classification - .ipynb notebook

Ensembles

• GBDT - .ipynb notebook
• Bagging regression - .ipynb notebook
• Bagging regression with graphs - .ipynb notebook
• Random forest classification - .ipynb notebook

Deep learning

• BERT - .ipynb notebook, paper
• NLP Transformer - .ipynb notebook, paper
• Seq2Seq - .ipynb notebook, paper
• Seq2Seq with attention - .ipynb notebook, paper
• MNIST from scratch- .ipynb notebook
• MNIST PyTorch - .ipynb notebook
• MNIST CNN - .ipynb notebook
• MNIST ResNet - .ipynb notebook, paper