DEEP LEARNING

Topics HTML Colab Slides PowerPoints PS Solution

Python Basics of Python

Introduction pdf#00

[Machine Learning Basics]

• Optimization iNote#01 iColab#01 pdf#01 pptx#01 PS#01 Solution

• Machine Learning iNote#02 iColab#02 pdf#02 pptx#02 PS#02 Solution

• Gradient Descent iNote#03 iColab#03 pdf#03 pptx#03 PS#03 Solution

• Overfitting iNote#04 iColab#04 pdf#04 pptx#04 PS#04 Solution

[Deep Learning Basics]

• ANN iNote#05 iColab#05 pdf#05 pptx#05 PS#05 Solution

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

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

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

[Learning Strategies]

• Transfer Learning iNote#09 iColab#09 pdf#09 pptx#09 PS#09 Solution

• Self-supervised Learning iNote#10 iColab#10 pdf#10 pptx#10 PS#10 Solution

• Contrastive Learning iNote#11 iColab#11 pdf#11 pptx#11 PS#11 Solution

Midterm

[Visual AI]

• FCN: Segmentation, SR, and Deblurring iNote#12 iColab#12 pdf#12 pptx#12 PS#12 Solution

• Object Detection iNote#13 iColab#13 pdf#13 pptx#13 PS#13 Solution

• Generative Adversarial Networks (GAN) iNote#14 iColab#14 pdf#14 pptx#14 PS#14 Solution

• Domain Adaptation iNote#15 iColab#15 pdf#15 pptx#15 PS#15 Solution

• Style Transfer iNote#16 iColab#16 pdf#16 pptx#16 PS#16 Solution

• Diffusion Model iNote#17 iColab#17 pdf#17 pptx#17 PS#17 Solution

[Physics-informed AI]

• Physics-informed Neural Networks (PINN) iNote#18 iColab#18 pdf#18 pptx#18 PS#18 Solution

• Deep Neural Operator: DNO iNote#19 iColab#19 pdf#19 pptx#19 PS#19 Solution

• Deep Neural Operator: FNO iNote#20 iColab#20 pdf#20 pptx#20 PS#20 Solution

• Embed Prior Knowledge into NN iNote#21 iColab#21 pdf#21 pptx#21 PS#21 Solution

[Sequential & Time-series AI]

• RNN/LSTM iNote#22 iColab#22 pdf#22 pptx#22 PS#22 Solution

• Transformer iNote#23 iColab#23 pdf#23 pptx#23 PS#23 Solution

• Large Language Models iNote#24 iColab#24 pdf#24 pptx#24 PS#24 Solution

• Application: Anomaly Detection iNote#25 iColab#25 pdf#25 pptx#25 PS#25 Solution

Final Exam Part 1 Part 2

Final Project Project

Others

XAI: Layer-wise Relevance Propagation (LRP)

Graph Neural Networks (GNN) iNote#30 iColab#30 pdf#30 pptx#30 PS#30 Solution

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