Useful Links
I have curated links over the web that were useful to me.
fMRI Data Analysis
R
Data Visualization
- The Grammar of Graphics
- Fundamentals of Data Visualization
- Data Visualization: A practical introduction
Data Analysis
- An Introduction to Data Analysis by Michael Franke
- An Introduction to Bayesian Data Analysis for Cognitive Science
- Bayesian Data Analysis course
Git
- Version Control with Git
- How to Write a Git Commit Message
- Curating Research Assets: A Tutorial on the Git Version Control System
- Happy Git and GitHub for the useR
Reproducible Research
R
- Packaging Data Analytical Work Reproducibly Using R (and Friends)
- Reproducible Research in R
- Reproducible R Workflows for Research Papers
Python
- A Collection of Reproducible Research Practices
- Cookiecutter Data Science
- How to Start a Data Science Project in Python
Blogs
- Statistical Modeling, Causal Inference, and Social Science by Andrew Gelman
- Michael Betancourt’s blog on Statistics
- Shravan Vasishth’s Slog (Statistics blog)
- MVPA Meanderings by Joset A. Etzel
- Emotion & Cognition and the Brain, by Luiz Pessoa
Miscellaneous
- Aly Lab Wiki
- Mariam Aly’s lab wiki website on OSF. She has open-sourced various useful information such as applying to PhD programs or coding tips.
- Her thoughts on Lab Manual
- Thoughts on good reviewing practices (how not to be reviewer 2)
- A great introduction to reaction time distributions by Jonas Lindelov