Data Science Courses

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

Pascal Poupart, Sum Product Networks, Oct 17 2017

Ali Ghodsi, Deep Learning, Oct 12 28 2017, [Lect 6.1]

Ali Ghodsi, Deep Learning, CNN, Oct 3, 2017 [Lect 6]

Ali Ghodsi, Deep Learning, Oct 5, 2017, [Lect 7]

Ali Ghodsi, Deep Learning, Sept 28 2017, [Lect 5]

Ali Ghodsi, Deep Learning, Regularization, Sep 26, 2017 [Lect 4]