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Ali Ghodsi, Deep Learning, PAC Learnability in Deep Learning, Fall 2023, Lecture 20
Ali Ghodsi, Deep Learning, Graph Neural Newark (Part 2), Fall 2023, Lecture 19
Ali Ghodsi, Deep Learning, Graph Neural Newark (Part 1), Fall 2023, Lecture 18
Ali Ghodsi, Deep Learning, Diffusion Models, DDPMs, Fall 2023, Lecture 17
Ali Ghodsi, Deep Learning, GAN, Generative adversarial networks, AAE, Fall 2023, Lecture 16
Ali Ghodsi, Deep Learning, Variational Autoencoder, VAE, Performer, Fall 2023, Lecture 15
Ali Ghodsi, Deep Learning, RLHF, GhatGPT, Alignment in LLMs, Fall 2023, Lecture 14
Ali Ghodsi, Deep Learning, Deep Reinforcement Learning-Part 2, Deep RL, Fall 2023, Lecture 13
Ali Ghodsi, Deep Learning, Deep Reinforcement Learning-Part 1, Deep RL, Fall 2023, Lecture 12
Ali Ghodsi, Deep Learning, Transformers, Fall 2023, Lecture 10
Ali Ghodsi, Deep Learning, BERT and GPT, Fall 2023, Lecture 11
Ali Ghodsi, Deep Learning, Attention mechanism, self-attention, S2S, Fall 2023, Lecture 9
Ali Ghodsi, Deep Learning, Dropout, Batch Normalization, Fall 2023, Lecture 5
Ali Ghodsi, Deep Learning, Recurrent neural network (RNN), RNN, Fall 2023, Lecture 8
Ali Ghodsi, Deep Learning, Convolutional Neural Networks, CNN, Fall 2023, Lecture 6
Ali Ghodsi, Deep Learning, Regularization (Layer norm, FRN,TRU), Keras, Fall 2023, Lecture 7
Ali Ghodsi, Deep Learning, Regularization, Fall 2023, Lecture 4,
Ali Ghodsi, Deep Learning, , Optimization, Fall 2023, Lecture 3
Ali Ghodsi, Deep Learning, feedforward neural network, Backpropagation, Fall 2023, Lecture 2
Ali Ghodsi, Deep Learning, Motivation and course administrations, Fall 2023, Lecture 1
Ali Ghodsi, Lect 13 (Fall 2020): Deep learning, Transformer, BERT, GPT
Ali Ghodsi, Lect 10 (Fall 2020): Deep learning, Attention mechanism
PyTorch tutorial
Pascal Poupart, Sum Product Networks, Oct 19 2017