Resources
Books
- Learning from Data
- Introduction to Machine Learning with Python
- Deep Learning - MIT Press
- Deep Learning - “O’Reilly”
- Hands On Machine Learning with Scikit Learn and TensorFlow
- Thoughtful Machine Learning
- 白話大數據與機器學習
- Deep Learning - 用Python進行深度學習的基礎理論實作
Blog / Website
- Distill - Clear explanations of machine learning
- Machine Learning Mastery
- Synced - AI Technology and Industry
- Towards Data Science
- 机器之心
Coursera
- 台大資工副教授林軒田
- 機器學習基石上 (Mathematical Foundations)
- 機器學習基石下 (Algorithmic Foundations)
- Andrew Ng
- Stanford University Machine Learning
- deeplearning.ai Neural Networks and Deep Learning
YouTube
- Caltech Yaser Abu - Mostafa Machine Learning CS156
- Deep Learning Boston
- Machine Learning by Andrew Ng
- Convolutional Neural Network by Andrew Ng
- Probabilistic Graphical Model by Daphne Koller
- Deep Learning by Andrew Ng
- Fei-Fei Li - CNN for Visual Recognition
- 台大網媒所李宏毅
- Machine Learning
- Advanced Topics in Deep Learning
- 台大資工所林軒田
- Machine Learning Foundations
- Machine Learning Techniques
Intel AI Academy
Taiwan AI Stars
Facebook Clubs
- 台灣「人工智慧」社團
- 讀書肚 (dosudo)
WeChat Official Accounts
- BigQuant
- 机器之心
- 新智元
- 智东西
- 奇点
- 算法组
- 爱可可-爱生活