Materials
Book
- Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
- An Introduction to Statistical Learning with Applications in R. Second Edition
- Machine learning from scratch
- Reference solution for the exercise (Python)
Resources
Collection
Environment
MOOC or lectures
- Data Science for Beginners - A Curriculum
- Machine Learning for Beginners - A Curriculum
- Machine Learning Crash Course
- Kaggle Course
- Stanford CS229: Machine Learning
- Stanford CS231n: Convolutional Neural Networks for Visual Recognition
- Stanford CS224n: Natural Language Processing with Deep Learning
- Dive into deep learning
- NSYSU Statistical Learning and Data Mining
- NTU Machine Learning
Dataset search
Learning Python
- Learn X in Y minutes
- Kaggle Python tutorial
- Python for everybody
- Python 台灣社群
- Python scientific computing