The Design and Implementation of Probabilistic Programming Languages
by Noah D. Goodman, Andreas Stuhlmüller
Publisher: dippl.org 2016
Number of pages: 215
Description:
This book explains how to implement PPLs by lightweight embedding into a host language. We illustrate this by designing and implementing WebPPL, a small PPL embedded in Javascript. We show how to implement several algorithms for universal probabilistic inference, including priority-based enumeration with caching, particle filtering, and Markov chain Monte Carlo.
Download or read it online for free here:
Read online
(online html)
Similar books
Semantics: Advances in Theories and Mathematical Models
by Muhammad Tanvir Afzal (ed.) - InTech
The book is a blend of a number of great ideas, theories, mathematical models, and practical systems in the domain of Semantics. Topics include: Background; Queries, Predicates, and Semantic Cache; Algorithms and Logic Programming; etc.
(9598 views)
by Muhammad Tanvir Afzal (ed.) - InTech
The book is a blend of a number of great ideas, theories, mathematical models, and practical systems in the domain of Semantics. Topics include: Background; Queries, Predicates, and Semantic Cache; Algorithms and Logic Programming; etc.
(9598 views)
Lectures on the Curry-Howard Isomorphism
by Morten Heine B. Sorensen, Pawel Urzyczyn - Elsevier Science
This book give an introduction to parts of proof theory and related aspects of type theory relevant for the Curry-Howard isomorphism. It can serve as an introduction to any or both of typed lambda-calculus and intuitionistic logic.
(11612 views)
by Morten Heine B. Sorensen, Pawel Urzyczyn - Elsevier Science
This book give an introduction to parts of proof theory and related aspects of type theory relevant for the Curry-Howard isomorphism. It can serve as an introduction to any or both of typed lambda-calculus and intuitionistic logic.
(11612 views)
Lecture Notes on the Lambda Calculus
by Peter Selinger - Dalhousie University
Topics covered in these notes include the untyped lambda calculus, the Church-Rosser theorem, combinatory algebras, the simply-typed lambda calculus, the Curry-Howard isomorphism, weak and strong normalization, type inference, etc.
(12013 views)
by Peter Selinger - Dalhousie University
Topics covered in these notes include the untyped lambda calculus, the Church-Rosser theorem, combinatory algebras, the simply-typed lambda calculus, the Curry-Howard isomorphism, weak and strong normalization, type inference, etc.
(12013 views)
Introduction to Programming Languages
- Wikibooks
This book is an attempt to describe a bit of the programming languages zoo. We use each of the particular languages to introduce fundamental notions related to the design and the implementation of general purpose programming languages.
(9856 views)
- Wikibooks
This book is an attempt to describe a bit of the programming languages zoo. We use each of the particular languages to introduce fundamental notions related to the design and the implementation of general purpose programming languages.
(9856 views)