User Studies

Conducting an experiment

• Degrees of Freedom in Planning, Running, Analyzing, and Reporting Psychological Studies: A Checklist to Avoid p-Hacking [paper]

Communicating statistics

• Bad stats: Not what it seems [web]

Bayesian Statistics

• The course website: http://xcelab.net/rm/statistical-rethinking/
• The youtube channel with the lecture videos: https://www.youtube.com/playlist?list=PLDcUM9US4XdM9_N6XUUFrhghGJ4K25bFc (the first minutes are real video but then it switches to a slide view + audio)
• Python code: https://github.com/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3
• R code: http://xcelab.net/rmpubs/rethinking/code.txt
• You can find a pdf of the book on libgen
• ACT-R in python (good introduction)

Computational Cognitive Sciences

• Computational cognitive sciences (Frank Keller): [slides]
• Cognitive Modeling (Frank Keller): [slides]
• Cognitive Modeling for Cognitive Engineering (Wayne Gray): [paper]
• Cognitive Architecture and Cognitive Engineering in HCI (Peter Pirolli): [paper]

Intro to Deep Learning

François Fleuret‘s deep-learning courses (slides, recordings, and a virtual machine): [link]