Materials
Book
- Companion book
- Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition
- Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD
- Reference solution for the exercise (Python)
Resources
Collection
- Awesome production machine learning
- Best of ML Python
- Awesome python datascience
- Basic skills
- Made with ML
- AtHomeWithAI
- Awesome open data-centric AI
- Awesome-Data-Centric-AI
Environment
MOOC or lectures
- Virgilio
- Data Science for Beginners - A Curriculum
- Full Stack Deep learning
- Machine Learning for Beginners - A Curriculum
- Machine Learning Crash Course
- Stanford CS229: Machine Learning
- NSYSU Statistical Learning and Data Mining
- Dive into deep learning
- Deep learning
- NTU Machine Learning
- Stanford CS231n: Convolutional Neural Networks for Visual Recognition
- Stanford CS224n: Natural Language Processing with Deep Learning
Dataset search
- 政府資料開放平台
- Kaggle
- Google dataset search
- Paperwithcode
- UC Irvine Machine Learning Repository
- Amazon’s AWS datasets
Learning with AI
Learning Python
Learning Python libraries
- Python scientific computing
- Data manipulation cheatsheet
- Pandas cheatsheet
- Python Data Science Handbook
- Python for Data Analysis
- Scientific Visualization: Python + Matplotlib