AI Learning
Online Courses
- MIT: Introduction to Deep Learning: The best introduction to deep learning.
- NYU: Deep Learning by Yann LeCun & Alfredo Canziani:
- code based on PyTorch
Stanford: CNN for Visual Recognition by Fei-Fei Li, etc.
- Oxford Machine Learning
Self-Study
- Siraj Naval Learn Deep Learning in 6 Weeks
- Machine Learning Roadmap by Daniel Bourke
- Morioh - not just AI or ML, but web development and other topics as well.
- The Clever Programmer - good introduction. Also has a good list of projects to start learning.
Free Books
- Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville: free online book & lectures by the gurus.
Neural Networks and Deep Learning by Michael Nielsen: Free online book for NN & Deep Learning
This is a good introductory book for learning how Deep Learning works “under the hood”. as the book does not use any framework (e.g., TensorFlow). Instead the book builds neural network models from scratch.
Paid Books
- Generative Deep Learning by David Foster: A really good introduction to GAN. Very readable and entertaining. Highly recommended.
Taiwan
AI4kids: Founded in 2019, providing AI education to primary and secondary schools in Taiwan.
MakerPro Intel AI: Online tutorials for using OpenVINO to build an AI robot.
Korean
- 모두를 위한 딥러닝 by Hun Kim (김성훈)
- 한동대 김인중 교수 2019년 겨울 한동머신러닝캠프
- KAIST 딥러닝 홀로서기 Standalone Deep Learning
- Deep Learning Review Notion notebook surveying and reviewing Deep Learning and some well known models.
