DEEP LEARNING

Topics Short Colab Full Colab Slides PowerPoints PS Solution

Python Basics of Python

Introduction pdf

[Machine Learning Basics]

• Optimization iColab iColab pdf pptx PS#01 Solution

• Machine Learning iColab iColab pdf pptx PS#02 Solution

• Gradient Descent iColab iColab pdf pptx PS#03 Solution

• Overfitting iColab iColab pdf pptx PS#04 Solution

[Deep Learning Basics]

• ANN iColab iColab pdf pptx PS#05 Solution

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

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

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

[Learning Strategies]

• Transfer Learning iColab iColab pdf pptx PS#09 Solution

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

• Contrastive Learning iColab iColab pdf pptx PS#11 Solution

Midterm

[Visual AI]

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

• Object Detection iColab iColab pdf pptx PS#13 Solution

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

• Domain Adaptation iColab iColab pdf pptx PS#15 Solution

• Style Transfer iColab iColab pdf pptx PS#16 Solution

• Diffusion Model iColab iColab pdf pptx PS#17 Solution

[Physics-informed AI]

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

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

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

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

[Sequential & Time-series AI]

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

• Application: Anomaly Detection iColab iColab pdf pptx PS#23 Solution

• Transformer iColab iColab pdf pptx PS#24 Solution

• Large Language Models iColab iColab pdf pptx PS#25 Solution

Final Exam

Final Project Project

Others

XAI: Layer-wise Relevance Propagation (LRP)

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

Topics   Colab Slides

Fixed-Point Iteration iColab pdf

Dynamic Programming iColab pdf

Markov Decision Process (MDP) iColab pdf

Reinforcement Learning (RL) iColab pdf

Reinforcement Learning Lab pdf_lab

Deep Reinforcement Learning (DQN) iColab pdf

Deep Reinforcement Learning Lab pdf_lab