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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
Languages
Concepts
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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 FREE CHAPTER 2. Practical Approach to Real-World Supervised Learning 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

Chapter 9. Big Data Machine Learning – The Final Frontier

In recent years, we have seen an exponential growth in data generated by humans and machines. Varied sources, including home sensors, healthcare-related monitoring devices, news feeds, conversations on social media, images, and worldwide commerce transactions—an endless list—contribute to the vast volumes of data generated every day.

Facebook had 1.28 billion daily active users in March 2017 sharing close to four million pieces of unstructured information as text, images, URLs, news, and videos (Source: Facebook). 1.3 billion Twitter users share approximately 500 million tweets a day (Source: Twitter). Internet of Things (IoT) sensors in lights, thermostats, sensor in cars, watches, smart devices, and so on, will grow from 50 billion to 200 billion by 2020 (Source: IDC estimates). YouTube users upload 300 hours of new video content every five minutes. Netflix has 30 million viewers who stream 77,000...

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