Artificial Intelligence

• Deep learning review
• Deep learning operations
• Online lectures
• Machine learning cheatsheet
• Bayesian networks
• Support vector machines
• Backpropagation
• GAN
• Automata

Deep learning review

• Deep Learning: Practice and Trends, Deepmind, 2017 pdf

Deep learning operations

• A guide to convolution arithmetic for deep learning, Vincent Dumoulin, 2016 pdf_annotated
• Inception module in GoogLeNet pdf_annotated

Online lectures

• 모두의 딥러닝, Everybody’s Deep Learning link Handrwritten Note
• Stanford cs231n lecture video video-k
• Convex Optimization for All link

Machine learning cheatsheet

• S. Amidi’s Machine Learning Cheatsheet link
• S. Amidi’s Deep Learning Cheatsheet link

Bayesian networks

• Introduction to Bayesian Network slide blog

Support vector machines

• Support Vector Machine & Kernel link1 link2 link3 link4_good Lagrange Exp link5_good optimization video for kernel

Backpropagation

• Data flow design for back propagation link

GAN

• GAN 1시간 요약 link

Automata

• Automata HYU Lecture