DEEP LEARNING

Topics HTML Keras PyTorch Slides HTML Colab Solution

Colab Installation iNote#0_1, iNote#0_2

Python Basics of Python

Introduction pdf#00

Optimization iNote#01 iKeras#01 iTorch#01 pdf#01

Machine Learning iNote#02 iKeras#02 iTorch#02 pdf#02 PS#01 PS#01 PS#01 Sol'n 

Gradient Descent iNote#03 iKeras#03 iTorch#03 pdf#03 PS#02 PS#02 PS#02 Sol'n

Overfitting iNote#04 iKeras#04 iTorch#04 pdf#04 PS#03 PS#03 PS#03 Sol'n

ANN iNote#05 iKeras#05 iTorch#05 pdf#05 PS#04 PS#04 PS#04 Sol'n

Autoencoder (AE) iNote#06 iKeras#06 iTorch#06 pdf#06 PS#05 PS#05 PS#05 Sol'n

Convolutional Neural Networks (CNN) iNote#07 iKeras#07 iTorch#07 pdf#07 PS#06 PS#06 PS#06 Sol'n

XAI: CAM and Grad-CAM iNote#08 iKeras#08 iTorch#08 pdf#08


Midterm


Pre-trained CNNs iNote#09 iKeras#09 iTorch#09 pdf#09

Transfer Learning iNote#10 iKeras#10 iTorch#10 pdf#10 PS#07 PS#07 PS#07 Sol'n

Convolutional Autoencoders (CAE) iNote#11 iKeras#11 iTorch#11 pdf#11

Fully Convolutional Networks (FCN): Segmentation iNote#12 iKeras#12 iTorch#12 pdf#12 PS#08 PS#08 PS#08 Sol'n

FCN: Super-resolution and Deblurring iNote#13 iKeras#13 iTorch#13 pdf#13

Object Detection iNote#14 iKeras#14 iTorch#14 pdf#14

Generative Adversarial Networks (GAN) iNote#15 iKeras#15 iTorch#15 pdf#15 PS#09 PS#09 PS#09 Sol'n

Diffusion Model

Time Series Data iNote#16 iKeras#16 iTorch#16 pdf#16

Recurrent Neural Networks (RNN/LSTM) iNote#17 iKeras#17 iTorch#17 pdf#17 PS#10 PS#10 PS#10 Sol'n

Transformer

Large Language Models

Anomaly Detection iNote#18 iKeras#18 iTorch#18 pdf#18

Self-supervised Learning iNote#19 iKeras#19 iTorch#19 pdf#19

Physics-informed Neural Networks (PINN) iNote#20 iKeras#20 iTorch#20 pdf#20

Graph Neural Networks (GNN) iNote#21 iKeras#21 iTorch#21 pdf#21


Final Exam

Final Project


Others

XAI: Layer-wise Relevance Propagation (LRP)

Style Transfer

GNN: Human Action Recognition

Deep Reinforcement Learning 

[YouTube 1] or [YouTube 2]

Dates   Topics   with Python   Slides Homework     Solution

Fixed-Point Iteration iNote#18 pdf#18

Dynamic Programming iNote#19 pdf#19

MDP: Markov Chain iNote#20_1 pdf#20_1

MDP: Markov Reward Process (MRP) iNote#20_2 pdf#20_2

MDP: Markov Decision Process (MDP) iNote#20_3 pdf#20_3

Reinforcement Learning iNote#21 pdf#21

Reinforcement Learning pdf#21_lab

Deep Reinforcement Learning iNote#22 pdf#22

Deep Reinforcement Learning pdf#22_lab