Playing with Prolog - Machine Learning with Structured Data
Channel: Playing With Prolog
Date: 2017-04-16

Prolog for machine learning? Yes! Machine Learning with structured data is pretty amazing. Sam gives us a run down on using ML with structured data, something Prolog proves very good at.

The code:
http://swish.swi-prolog.org/?code=https://raw.githubusercontent.com/samwalrus/machine_learning/master/classifiers/distances.pl


Resources/books
ILP tools/algorithms Aleph and Slipcover are easy to use with SWI Prolog
Online at http://cplint.lamping.unife.it/  or as packs:
Aleph Pack: http://www.swi-prolog.org/pack/list?p=aleph
Manual : http://www.cs.ox.ac.uk/activities/machinelearning/Aleph/aleph  
Cplint Pack: http://www.swi-prolog.org/pack/list?p=cplint 
Manual: http://ds.ing.unife.it/~friguzzi/software/cplint/manual.pdf 


Statistical Relational Artificial Intelligence: Logic, Probability, and Computation (Synthesis Lectures on Artificial Intelligence and Machine Learning) Paperback – 30 Jun 2016
by Luc De Raedt (Author), Kristian Kersting (Author), Sriraam Natarajan (Author), David Poole (Author)
https://www.amazon.co.uk/Statistical-Relational-Artificial-Intelligence-Probability/dp/1627058419/ref=sr_1_3?s=books&ie=UTF8&qid=1492085871&sr=1-3 
Logical and Relational Learning: From ILP to MRDM (Cognitive Technologies) Hardcover – 12 Sep 2008
by Luc De Raedt (Author)
https://www.amazon.co.uk/Logical-Relational-Learning-Cognitive-Technologies/dp/3540200401/ref=sr_1_1?ie=UTF8&qid=1492085847&sr=8-1&keywords=luc+de+raedt
Probabilistic Inductive Logic Programming (Lecture Notes in Computer Science / Lecture Notes in Artificial Intelligence): Theory and Applications Paperback – 14 Mar 2008
by Luc De Raedt (Editor)
https://www.amazon.co.uk/gp/product/3540786511/ref=oh_aui_search_detailpage?ie=UTF8&psc=1 
Introduction to Statistical Relational Learning (Adaptive Computation and Machine Learning) (Adaptive Computation and Machine Learning Series) Hardcover – 12 Oct 2007
by Lise Getoor (Author), Ben Taskar (Author)
https://www.amazon.co.uk/d/Books/Introduction-Statistical-Relational-Learning-Computation/0262072882/ref=sr_1_sc_1?s=books&ie=UTF8&qid=1492086190&sr=1-1-spell&keywords=statisitcal+relational+learning