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
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
Learning Python
- Learn X in Y minutes
- Python tutorial from madewithml
- Kaggle Python tutorial
- Python for everybody
- Python tutorial collections
- Python 台灣社群
- NumPy for R user
- NumPy for Matlab user
Learning Python libraries
- Python scientific computing
- Data manipulation cheatsheet
- Pandas tutorial
- Pandas cheatsheet
- Python Data Science Handbook
- Python for Data Analysis
- Scientific Visualization: Python + Matplotlib