Title Statements
- Full title :Practical probabilistic programming / Avi Pfeffer.
Edition Statements
- Publication Date:©2016
Publication Statements
- Publisher(s):Manning Publications Co
- Place of Publication:Shelter Island, NY
- Language:eng
- Publication Date:©2016
Notes
Includes index.
The Physical Object
- Description:1 online resource : : color illustrations
Edition Identifiers
- ISBN:1638352372, 9781638352372
- oclc:ocn948622208
- LC Classification:T57.79
- Dewey Decimal:005.13/3
Table of Contents
Probabilistic programming in a nutshell -- A quick Figaro tutorial -- Creating a probabilistic programming application -- Probabilistic models and probabilistic programs -- Modeling dependencies with Bayesian and Markov networks -- Using Scale and Figaro collections to build up models -- Object-oriented probabilistic modeling -- Modeling dynamic systems -- The three rules of probabilistic inference -- Factored inference algorithms -- Sampling algorithms -- Solving other inference tasks -- Dynamic reasoning and parameter learning.
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