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Ali Ghodsi, Deep Learning, Motivation and course administrations, Fall 2023, Lecture 1
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Deep Learning - STAT 940 - Fall 2023
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- 1 Ali Ghodsi, Deep Learning, Motivation and course administrations, Fall 2023, Lecture 1
- 2 Ali Ghodsi, Deep Learning, feedforward neural network, Backpropagation, Fall 2023, Lecture 2
- 3 Ali Ghodsi, Deep Learning, , Optimization, Fall 2023, Lecture 3
- 4 Ali Ghodsi, Deep Learning, Regularization, Fall 2023, Lecture 4,
- 5 Ali Ghodsi, Deep Learning, Dropout, Batch Normalization, Fall 2023, Lecture 5
- 6 Ali Ghodsi, Deep Learning, Convolutional Neural Networks, CNN, Fall 2023, Lecture 6
- 7 Ali Ghodsi, Deep Learning, Regularization (Layer norm, FRN,TRU), Keras, Fall 2023, Lecture 7
- 8 Ali Ghodsi, Deep Learning, Recurrent neural network (RNN), RNN, Fall 2023, Lecture 8
- 9 Ali Ghodsi, Deep Learning, Attention mechanism, self-attention, S2S, Fall 2023, Lecture 9
- 10 Ali Ghodsi, Deep Learning, Transformers, Fall 2023, Lecture 10
- 11 Ali Ghodsi, Deep Learning, BERT and GPT, Fall 2023, Lecture 11
- 12 Ali Ghodsi, Deep Learning, Deep Reinforcement Learning-Part 1, Deep RL, Fall 2023, Lecture 12
- 13 Ali Ghodsi, Deep Learning, Deep Reinforcement Learning-Part 2, Deep RL, Fall 2023, Lecture 13
- 14 Ali Ghodsi, Deep Learning, RLHF, GhatGPT, Alignment in LLMs, Fall 2023, Lecture 14
- 15 Ali Ghodsi, Deep Learning, Variational Autoencoder, VAE, Performer, Fall 2023, Lecture 15
- 16 Ali Ghodsi, Deep Learning, GAN, Generative adversarial networks, AAE, Fall 2023, Lecture 16
- 17 Ali Ghodsi, Deep Learning, Diffusion Models, DDPMs, Fall 2023, Lecture 17
- 18 Ali Ghodsi, Deep Learning, Graph Neural Newark (Part 1), Fall 2023, Lecture 18
- 19 Ali Ghodsi, Deep Learning, Graph Neural Newark (Part 2), Fall 2023, Lecture 19
- 20 Ali Ghodsi, Deep Learning, PAC Learnability in Deep Learning, Fall 2023, Lecture 20
