data_science.md

Data Science resources

Statistics

• Think Stats by Allen B. Downey (O'Reilly book)
• Statistics 1B by David Spiegelhalter: Estimation and Hypothesis Testing

Time-series / Sequential data

• Forecasting: principles and practice
• Unit root testing: HEGY test (in Spanish)
• Theory and Algorithms for Forecasting Non-Stationary Time Series (tutorial at Neural Information Processing Systems Conference - NIPS 2016) (video, paper)
• Machine Learning for Sequential Data: A Review
• Machine Learning Strategies for Time Series Forecasting (paper, slides)

Generic

XGBoost

• Course: Practical XGBoost in Python

Jupyter

• awesome-jupyter : A curated list of awesome Jupyter projects, libraries and resources