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Hakaru

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. What is Probabilistic Programming. Hakaru is a probabilistic programming language. A probabilistic programming language is a language specifically designed for manipulating probability distributions. These sorts of languages are great for machine learning and stochastic modeling. This manual provides a guide for how to use Hakaru. What is Probabilistic Programming. Learn how to install Hakaru. Hakaru is a simply-typed ...

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Hakaru | hakaru-dev.github.io Reviews

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What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. What is Probabilistic Programming. Hakaru is a probabilistic programming language. A probabilistic programming language is a language specifically designed for manipulating probability distributions. These sorts of languages are great for machine learning and stochastic modeling. This manual provides a guide for how to use Hakaru. What is Probabilistic Programming. Learn how to install Hakaru. Hakaru is a simply-typed ...

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2 hakaru

3 introduction

4 installation

5 quick example

6 language guide

7 random primitives

8 let and bind

9 conditionals

10 coercions

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Hakaru | hakaru-dev.github.io Reviews

https://hakaru-dev.github.io

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. What is Probabilistic Programming. Hakaru is a probabilistic programming language. A probabilistic programming language is a language specifically designed for manipulating probability distributions. These sorts of languages are great for machine learning and stochastic modeling. This manual provides a guide for how to use Hakaru. What is Probabilistic Programming. Learn how to install Hakaru. Hakaru is a simply-typed ...

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hakaru-dev.github.io

1

AST and Hakaru Datakind - Hakaru

http://hakaru-dev.github.io/internals/ast

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. Internal Representation of Hakaru terms. Internal Representation of Hakaru terms. The Hakaru AST can be found defined in haskell/Language/Hakaru/Syntax/AST.hs. It is made up of several parts which this section and the next one will explain. We should note, this datatype makes use of Abstract Binding Trees. Which we discuss in more detail in the next section. Hakaru - The built-in type for uniform arrays. HArray! Hakaru...

2

Metropolis Hastings - Hakaru

http://hakaru-dev.github.io/transforms/mh

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. In Hakaru, all inference algorithms are represented as program transformations. In particular, the Metropolis-Hastings transform takes as input a probabilistic program representing the target distribution, and a probabilistic program representing the proposal distribution and returns a probabilistic program representing the MH transition kernel. You can access this functionality using the. Target.hk normal(0,1). Mh tar...

3

Conditionals - Hakaru

http://hakaru-dev.github.io/lang/cond

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. Expression. This if must have two bodies. There exists no special syntax for. Like you might find in Python. A = 4 b = 5 if a b: a 1 else: b - 2. Documentation built with MkDocs. From here you can search these documents. Enter your search terms below.

4

Datatypes and match - Hakaru

http://hakaru-dev.github.io/lang/datatypes

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. Data types and Match. Data types and Match. Hakaru with several built-in data types. To deconstruct out data types and access their elements. Match left(3). either(int,bool): left(x) : 1 right(x): 2. We do include special syntax for pairs. Match (1,2): (x,y): x y. Documentation built with MkDocs. From here you can search these documents. Enter your search terms below.

5

Compiling to Haskell - Hakaru

http://hakaru-dev.github.io/transforms/compile

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. Hakaru can be compiled to Haskell using the. For example if we wish to compile. X normal(0,1) y normal(x,1) return y. Which produces a file. This is a regular Haskell file, which can then be furthered compiled into machine code. Documentation built with MkDocs. From here you can search these documents. Enter your search terms below.

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probabilistic-programming.org

Probabilistic Programming

http://www.probabilistic-programming.org/wiki/Special:Random

This website serves as a repository of links and information about probabilistic programming languages, including both academic research spanning theory, algorithms, modeling, and systems, as well as implementations, evaluations, and applications. If you would like to contribute to this site, please contact Daniel Roy. The site is still under construction: please help us link to relevant projects and research! Join the Probabilistic-Programming mailing list. The probabilistic programming approach. Which ...

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hakaru-dev.github.io

Hakaru

What is Probabilistic Programming. AST and Hakaru Datakind. Adding a Language Feautre. What is Probabilistic Programming. Hakaru is a probabilistic programming language. A probabilistic programming language is a language specifically designed for manipulating probability distributions. These sorts of languages are great for machine learning and stochastic modeling. This manual provides a guide for how to use Hakaru. What is Probabilistic Programming. Learn how to install Hakaru. Hakaru is a simply-typed ...

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