ProbMods Translation

Translation and adaptation of ProbMods textbook with working examples in Omega.

Translated and adapted the ProbMods textbook (probmods.org), which is originally written using WebPPL into Omega.

The translated textbook materials for each chapter are given below:

Chapter 1: Generative Models

Interactive Pluto Notebook generative-models.html

Chapter 2: Conditioning

Interactive Pluto Notebook conditioning.html

Chapter 3: Causal and Statistical Dependence

Interactive Pluto Notebook causal-and-statistical-dependence.html

Chapter 4: Conditional Dependence

Interactive Pluto Notebook conditional-dependence.html

Chapter 5: Social Cognition

Interactive Pluto Notebook social-cognition.html

Interlude: Bayesian Data Analysis

Interactive Pluto Notebook interlude-bayesian-data-analysis.html

Interlude: Algorithms for Inference

Interactive Pluto Notebook interlude-algorithms-for-inference.html

Chapter 6: Rational Process Models

Interactive Pluto Notebook rational-process-models.html

Chapter 7: Learning as Conditional Inference

Interactive Pluto Notebook learning-as-conditional-inference.html

Chapter 8: Learning with a Language of Thought

Interactive Pluto Notebook learning-with-a-language-of-thought.html

Chapter 9: Hierarchical Models

Interactive Pluto Notebook hierarchical-models.html

Chapter 10: Occam’s Razor

Interactive Pluto Notebook occams-razor.html

Chapter 11: Mixture Models

Interactive Pluto Notebook mixture-models.html

Chapter 12: Learning Continuous Functions

Interactive Pluto Notebook learning-continuous-functions.html

_Note: These materials are currently in development. _