标签:esc var info party hang ble lin training scl
In this lesson, we will learn how to train a Naive Bayes classifier or a Logistic Regression classifier - basic machine learning algorithms - in order to classify text into categories.
var natural = require(‘natural‘); var classifier = new natural.BayesClassifier(); var trainingData = [ {text: ‘RE: Canadian drugs now on sale‘, label: ‘spam‘}, {text: ‘Earn more from home‘, label: ‘spam‘}, {text: ‘Information now available!!!‘, label: ‘spam‘}, {text: ‘Earn easy cash‘, label: ‘spam‘}, {text: ‘Your business trip is confirmed for Monday the 4th‘, label: ‘notspam‘}, {text: ‘Project planning - next steps‘, label: ‘notspam‘}, {text:‘Birthday party next weekend‘, label: ‘notspam‘}, {text: ‘Drinks on Monday?‘, label: ‘notspam‘} ]; var testData = [ {text: ‘Drugs for cheap‘, label: ‘spam‘}, {text: ‘Next deadline due Monday‘, label: ‘notspam‘}, {text: ‘Meet me at home?‘, label: ‘notspam‘}, {text: ‘Hang out with someone near you‘, label: ‘spam‘} ]; trainingData.forEach(function(item){ classifier.addDocument(item.text, item.label); }); classifier.train(); testData.forEach(function(item){ var labelGuess = classifier.classify(item.text); console.log("\n"); console.log(item.text); console.log("Label:", labelGuess); console.log(classifier.getClassifications(item.text)); });
[Javascript] Classify text into categories with machine learning in Natural
标签:esc var info party hang ble lin training scl
原文地址:http://www.cnblogs.com/Answer1215/p/7624277.html