Study Guide
Recommended books and online resources for new lab members.
Deep Learning — Fundamental
- Deep Learning from Scratch (밑바닥부터 시작하는 딥러닝)
- Hands-on Machine Learning (핸즈온 머신러닝)
Deep Learning — Advanced
- Deep Learning by Goodfellow, Bengio & Courville (심층학습)
Python
- Fluent Python (전문가를 위한 파이썬)
Frameworks
- PyTorch
- TensorFlow / Keras
- Deep Learning with Python (케라스 창시자에게 배우는 딥러닝)
Free Online Tutorials
Computer Vision
- Deep Learning for Computer Vision — Michigan Online
- Object Detection — Justin Johnson, Ph.D.
- Image Segmentation — Justin Johnson, Ph.D.
Reinforcement Learning
- DeepMind x UCL | Introduction to Reinforcement Learning
- DeepMind x UCL | Reinforcement Learning Series
Key Papers
- Image Classification papers
- Object Detection papers
- Fully Convolutional Networks for Semantic Segmentation