DEEP LEARNING

Topics HTML Keras PyTorch Slides PowerPoints PS Solution

Colab Installation iNote#0_1, iNote#0_2

Python Basics of Python

Introduction pdf#00

[Machine Learning Basics]

• Optimization iNote#01 iKeras#01 iTorch#01 pdf#01 pptx#01 PS#01 Solution

• Machine Learning iNote#02 iKeras#02 iTorch#02 pdf#02 pptx#02 PS#02 Solution

• Gradient Descent iNote#03 iKeras#03 iTorch#03 pdf#03 pptx#03 PS#03 Solution

• Overfitting iNote#04 iKeras#04 iTorch#04 pdf#04 pptx#04 PS#04 Solution

[Deep Learning Basics]

• ANN iNote#05 iKeras#05 iTorch#05 pdf#05 pptx#05 PS#05 Solution

• Autoencoder (AE) iNote#06 iKeras#06 iTorch#06 pdf#06 pptx#06 PS#06 Solution

• Convolutional Neural Networks (CNN) iNote#07 iKeras#07 iTorch#07 pdf#07 pptx#07 PS#07 Solution

• XAI: eXplainable AI iNote#08 iKeras#08 iTorch#08 pdf#08 pptx#08 PS#08 Solution

[Learning Strategies]

• Transfer Learning iNote#09 iKeras#09 iTorch#09 pdf#09 pptx#09 PS#09 Solution

• Self-supervised Learning iNote#17 iKeras#17 iTorch#17 pdf#17 pptx#17 PS#17 Solution

• Contrastive Learning iNote# iKeras# iTorch# pdf# pptx# PS# Solution

Midterm

[Visual AI]

• FCN: Segmentation, SR, and Deblurring iNote#10 iKeras#10 iTorch#10 pdf#10 pptx#10 PS#10 Solution

• Object Detection iNote#11 iKeras#11 iTorch#11 pdf#11 pptx#11 PS#11 Solution

• Generative Adversarial Networks (GAN) iNote#12 iKeras#12 iTorch#12 pdf#12 pptx#12 PS#12 Solution

• Domain Adaptation iNote# iKeras# pdf# pptx#

• Style Transfer iNote# iKeras#

• Diffusion Model iNote#18 iKeras#18 iTorch#18 pdf#18 pptx#18 PS#18 Solution

[Physics-informed AI]

• Physics-informed Neural Networks (PINN) iNote#15 iKeras#15 iTorch#15 pdf#15 pptx#15 PS#15 Solution

• Deep Neural Operators iNote#16 iKeras#16 iTorch#16 pdf#16 pptx#16 PS#16 Solution

[Sequential & Time-series AI]

• RNN/LSTM iNote#13 iKeras#13 iTorch#13 pdf#13 pptx#13 PS#13 Solution

• Transformer iNote# iKeras# iTorch# pdf# pptx# PS# Solution

• Large Language Models

• Application: Anomaly Detection iNote#14 iKeras#14 iTorch#14 pdf#14 pptx#14 PS#14 Solution

Final Exam Part 1 Part 2

Final Project Project

Others

XAI: Layer-wise Relevance Propagation (LRP)

Graph Neural Networks (GNN) iNote#19 iKeras#19 iTorch#19 pdf#19 pptx#19 PS#19

Topics   HTML Colab Slides

Fixed-Point Iteration iNote#31 iColab#31 pdf#31

Dynamic Programming iNote#32 iColab#32 pdf#32

Markov Decision Process (MDP) iNote#33 iColab#33 pdf#33

Reinforcement Learning (RL) iNote#34 iColab#34 pdf#34

Reinforcement Learning Lab pdf#34_lab

Deep Reinforcement Learning (DQN) iNote#35 iColab#35 pdf#35

Deep Reinforcement Learning Lab pdf#35_lab