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Resources for learning scientific programming
Resources for learning scientific programming
scicode-learn: Resources for learning scientific programming
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Python
R
MATLAB
R for Data Science
r4ds.had.co.nz
Introductory book called "R for Data Science". Available free online.
book
data science
NumPy Tutorial: Data analysis with Python
dataquest.io/blog/nump...
tutorial
Learning R for Researchers in Psychology
r-bloggers.com/learnin...
links
psychology
book
getting started
general
RStudio Cheat Sheets
rstudio.com/resources/...
Many cheatsheets for R packages. Includes various translations.
cheatsheet
multilanguage
Matlab for Psychologists
antoniahamilton.com/ma...
tutorial
psychology
Jekyll & Liquid Cheatsheet
gist.github.com/smutny...
cheatsheet
Jekyll
Jekyll Cheat Sheet
learn.cloudcannon.com/...
Comprehensive Jekyll cheatsheet with detailed examples (click on the function name).
cheatsheet
Jekyll
Git (and GitHub) Cheat Sheet
neuroplausible.com/github
Very clear beginner's guide to Git and Github.
cheatsheet
Git
Python in neuroscience
github.com/btel/python...
neuroscience
Jupyter
MATLAB for Psychologists
link.springer.com/book...
book
psychology
Using R for psychological research
personality-project.or...
guide
psychology
An Introduction to MATLAB for Behavioral Researchers
cmadan.com/book.php
book
psychology
Creating websites in R
emilyzabor.com/tutoria...
guide
psychology
Programming Experiments in Python and PsychoPy2
legacy.gitbook.com/boo...
guide
psychology
cognitive science
getting started
Programming with PsychoPy
socsci.ru.nl/wilberth/...
An introductory programming guide for time-accurate experiments
guide
psychology
cognitive science
getting started
Python for Experimental Psychologists
routledge.com/Python-f...
book
psychology
cognitive science
getting started
Awesome GitHub
github.com/phillipadsm...
A curated list of Git resources
list
Git
Git
A Psychologist's Guide to R
github.com/seanchrismu...
A repository containing course notes and worked examples for a 6-week course in R
guide
R
psychology
getting started
Python Data Science Handbook
jakevdp.github.io/Pyth...
The full text of the Python Data Science Handbook by Jake VanderPlas
book
Python
Rules of Machine Learning - Best Practices for ML Engineering
developers.google.com/...
guide
general
machine learning
getting started
The Ultimate List of Python YouTube Channels
realpython.com/python-...
list
youtube
Hands-On Data Science (UCSD COGS108)
github.com/COGS108/Tut...
course
notebooks
github
A Whirlwind Tour of Python
github.com/jakevdp/Whi...
book
github