Massachusetts Institute of Technology
MIT CSAIL
MIT BCS

Reading List

These papers, books, and essays serve as a shared basis of knowledge for the MIT Probabilistic Computing Project.

Non-Technical Background (Required)

Technical Background (Required)

Probabilistic Programming (Required)

Probabilistic Programming (Optional, Outdated)

Foundations of Probabilistic Modeling (Required)

Standard Library of Modeling Techniques (Required)

Standard Library of Inference Techniques (Required)

Useful Examples (Optional)

Automatic Model Discovery (Optional)

Reference Material on Approximate Inference (Optional)

Selecting Actions (Optional)