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Machine Learning for Alignment Bootcamp (MLAB).

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Machine Learning for Alignment Bootcamp (MLAB)

Day Title Folder
Prep Tensor operations tensor_operations
W1D1 Triangle rendering
W1D2 Implementing ResNet34
W1D3 MiniTorch
W1D4 Training (= learning = optimization) basic_training
W1D5 ConvNet interpretability
W1D6 CUDA programming
W2D1 Implementing BERT bert_model
W2D2 BERT training and inference bert_training
W2D3 Implementing GPT-2
W2D4 Remote hyperparameter search and tokenizers hyperparameter_search
W2D5 Data parallel training data_parallel_training
W3D1 Model parallel training model_parallel_training
W3D2 Transformer interpretability
W3D3 Deep Q-Learning (DQN) for Atari dqn_atari
W3D4 RL for Human Feedback rl_human_feedback
W3D5 Transformer interpretability