Resources
Learning resources
A curated set of free tutorials, courses, datasets, and tools for getting started in materials informatics and machine learning.
Materials-Intelligence Tutorials
Self-Learning — Courses & Textbooks
- Machine Learning by Andrew Ng (Coursera)
- Data Science by Johns Hopkins University (Coursera)
- An Introduction to Statistical Learning — Hastie et al.
- Pattern Recognition and Machine Learning — Bishop
- Deep Learning — Goodfellow, Bengio, Courville
- A beginner's guide to using data science for physicists (SlideShare)
- Citrine Newsletter
- TensorFlow tutorial documentation
- Linear Algebra using Python — Dr. Steven L. Richardson