BPL download for Linux

This is the Linux app named BPL whose latest release can be downloaded as BPLsourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.

 
 

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SCREENSHOTS:


BPL


DESCRIPTION:

BPL (Bayesian Program Learning) is a MATLAB implementation of the Bayesian Program Learning framework for one-shot concept learning (especially on handwritten characters). The approach treats each concept (e.g. a character) as being generated by a probabilistic program (motor primitives, strokes, spatial relationships), and inference proceeds by fitting those generative programs to a single example, generalizing to new examples, and generating new exemplars. The repository contains code for parsing stroke sequences, fitting motor programs, exemplar generation, classification, re-fitting, and demonstration scripts.



Features

  • Motor program / stroke fitting to interpret character generation
  • One-shot classification (given one example, classify novel ones)
  • Exemplar generation (produce novel variants of a concept)
  • Re-fitting of models (adjust generative programs for new data)
  • Demo scripts illustrating parsing, classification, exemplar generation
  • Support functions for generative priors, optimization, stroke utilities


Programming Language

MATLAB


Categories

Machine Learning

This is an application that can also be fetched from https://sourceforge.net/projects/bpl.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.



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