DS Resources
A Collection of Interesting Links
Content
Cheat sheets
- Data Wrangling with dplyr and tidyr
- Data Wrangling with pandas cheat sheet
- The pandas DataFrame Object
- Probability and Statistics cookbook
- Numpy cheat sheet
- PySpark cheat sheet
- Matplotlib cheat sheet
- SciPy Linear Algebra cheat sheet
- Scikit Learn cheat sheet
References
- Quantitative Econometrics in Python
- Random services - Probability, Statistics, Stochastic Processes
- Computational statistics in Python
- Advanced data analysis from an elementary point of view
- Computational and inferential thinking (Python)
- The Matrix Cookbook
- Mostly Harmless Econometrics
- Elements of Statistical Learning
- Introduction to Statistical Learning
- From Algorithms to Z-Scores: Probabilistic and Statistical Modeling in CS
- Introductory Statistics and Analytics: A Resampling Perspective
- Introduction to Probability for Data Science
Bayesian Inference
- Statistical Rethinking - A Bayesian Course with Examples in R and Stan
- Bayesian Modeling and Computation in Python
- Regression and Other Stories
Causal Inference
- Causal Inference - The Mixtape
- The Effect: An Introduction to Research Design and Causality
- Causal Inference for the Brave and True
- Causal Inference: What If (The Book)
R and Python resources
- R for Data Science
- Quick-R
- Advanced R
- Learn R in Y minutes
- Learn Python in Y minutes
- Learn Statistical Computing with Python in Y minutes
- Python for Data Analysis - Jupyter Notebooks
- Python Data Science Handbook - Jupyter Notebooks
- Bayesian Methods for Hackers (Python)