Artificial Intelligence

NLP

  • Transformer: Attention Is All You Need video-k

Big pictures on AI

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

Online lectures

Deep learning operations

  • Deriving the Gradient for the Backward Pass of Batch Normalization link

  • Data flow design for back propagation link

  • Inception module in GoogLeNet pdf_annotated

  • A guide to convolution arithmetic for deep learning, Vincent Dumoulin, 2016 pdf_annotated

Machine learning cheatsheet

  • S. Amidi’s Machine Learning Cheatsheet link

  • S. Amidi’s Deep Learning Cheatsheet link

Bayesian networks

Support vector machines

GAN

  • GAN 1시간 요약 link

Automata