Materials
互動自學網站
- 統計學習 × Python 互動自學網站 — 依本課程講義與 ISLP 編寫的十章互動教材，每節都能動手操作、附觀念釐清 Q&A、每節 quiz 與關鍵詞彙卡。
Book
- An Introduction to Statistical Learning with Applications in Python
- The Elements of Statistical Learning, Data Mining, Inference, and Prediction. Second Edition
- Practical Statistics for Data Scientists 50+ Essential Concepts Using R and Python Second Edition
- ISLP Lab
- Reference solution for the exercise (R)
- Reference solution for the exercise (Python)
- Reference solution for the exercise (Python)
- Reference solution for the ESL exercise
MOOC
Resources
Environment
Dataset search
Learning to use GenAI
Learning Statistics
Learning Python
Learning Python libraries
- Python scientific computing
- Python Data Science Handbook
- Python for Data Analysis
- NumPy for R user and here
- NumPy for Matlab user