Personal resources in preparation of the professional data science interview.
- The Data Science Handbook (a bunch of interviews with cool DS people)
- Convex Optimization
- The Data Science Interview (Volumes 1 and 2) - About 100 total really specific interview questions
- How would you move Mt. Fuji? (a book on the puzzle questions often found in data and software interviews)
- 120 Data Science Questions
- Reinforcement Learning, by Sutton et al.
- Deep Learning by Goodfellow et al
- Pattern Recognition and Machine Learning by Bishop
- Matrix Methods in Data Mining and Pattern Recognition
- Cracking the Coding Interview