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Mastering Java Machine Learning

You're reading from   Mastering Java Machine Learning A Java developer's guide to implementing machine learning and big data architectures

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781785880513
Length 556 pages
Edition 1st Edition
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Authors (2):
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Uday Kamath Uday Kamath
Author Profile Icon Uday Kamath
Uday Kamath
Krishna Choppella Krishna Choppella
Author Profile Icon Krishna Choppella
Krishna Choppella
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Table of Contents (13) Chapters Close

Preface 1. Machine Learning Review 2. Practical Approach to Real-World Supervised Learning FREE CHAPTER 3. Unsupervised Machine Learning Techniques 4. Semi-Supervised and Active Learning 5. Real-Time Stream Machine Learning 6. Probabilistic Graph Modeling 7. Deep Learning 8. Text Mining and Natural Language Processing 9. Big Data Machine Learning – The Final Frontier A. Linear Algebra B. Probability Index

Tools and usage


We will now discuss some of the most well-known tools and libraries in Java that are used in various NLP and text mining applications.

Mallet

Mallet is a Machine Learning toolkit for text written in Java, which comes with several natural language processing libraries, including those some for document classification, sequence tagging, and topic modeling, as well as various Machine Learning algorithms. It is open source, released under CPL. Mallet exposes an extensive API (see the following screenshots) to create and configure sequences of "pipes" for pre-processing, vectorizing, feature selection, and so on, as well as to extend implementations of classification and clustering algorithms, plus a host of other text analytics and Machine Learning capabilities.

KNIME

KNIME is an open platform for analytics with Open GL licensing with a number of powerful tools for conducting all aspects of data science. The Text Processing module is available for separate download from KNIME Labs...

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