ProbMods Translation

This project involves understanding and translating the ProbMods textbook (probmods.org) using the programming language Omega. The work includes:

• Understanding the core concepts of ProbMods
• Deep dive into Omega.jl, a probabilistic programming language
• Making necessary fixes to Omega to ensure textbook examples work correctly
• Creating comprehensive notebooks with working examples

The translated textbook materials for each chapter are given below:

Chapter 1: Generative Models

Interactive Interactive Pluto Notebook | generative-models.pdf | generative-models.html

Chapter 2: Conditioning

Interactive Pluto Notebook | conditioning.pdf | conditioning.html

Chapter 3: Causal and Statistical Dependence

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

Chapter 4: Conditional Dependence

Interactive Pluto Notebook | conditional-dependence.pdf | conditional-dependence.html

Chapter 5: Social Cognition

Interactive Pluto Notebook | social-cognition.pdf | social-cognition.html

Interlude: Bayesian Data Analysis

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

Interlude: Algorithms for Inference

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

Chapter 6: Rational Process Models

Interactive Pluto Notebook | rational-process-models.pdf | rational-process-models.html

Chapter 7: Learning as Conditional Inference

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

Chapter 8: Learning with a Language of Thought

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

Chapter 9: Hierarchical Models

Interactive Pluto Notebook | hierarchical-models.pdf | hierarchical-models.html

Chapter 10: Occam’s Razor

Interactive Pluto Notebook | occams-razor.pdf | occams-razor.html

Chapter 11: Mixture Models

Interactive Pluto Notebook | mixture-models.pdf | mixture-models.html

Chapter 12: Learning Continuous Functions

Interactive Pluto Notebook | learning-continuous-functions.pdf | learning-continuous-functions.html

*Note: These materials are currently in development and not yet publicly available. *