Table of Contents
Machine Learning
M1. Books, Tutorials, and References
Machine Learning from Scratch
, Erik Linder-Noren
AI/ML cheatsheets
, Shervine Amidi
M2. Tools - scikit-learn
scikit-learn
: The official homepage
Deep Learning
D1. Books, Tutorials, and References
모두를 위한 머신러닝/딥러닝 강의
, 김성훈 (in Korean)
It includes Season 1 with TensorFlow, Season RL, Season NLP.
Season 2 with Pytorch
is at the separate website.
NYU DS-GA 1008: Deep Learning
, Yann LeCun and Alfredo Canziani (Github)
MIT Deep Learning and Artificial Intelligence Lectures
, Lex Fridman
Deep Learning with PyTorch
, Eli Stevens, Luca Aniga, and Thomas Viehmann
A Short ML/DL Tutorial
, Sunglok Choi
D2. Tools - PyTorch
PyTorch
: The official homepage
(Local) Installation
Note)
CUDA Toolkit Archive
, NVIDIA: To download a specific version of CUDA
Tutorials
(
translation in Korean
)
API Reference
(everything) and
Cheat Sheet
(brief summary)
D3. Online Demos
ConvNetJS
, Andrej Karpathy