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Industrial Applications of Machine Learning

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Release : 2018-12-12
Genre : Business & Economics
Kind : eBook
Book Rating : 37X/5 ( reviews)

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Book Synopsis Industrial Applications of Machine Learning by : Pedro Larrañaga

Download or read book Industrial Applications of Machine Learning written by Pedro Larrañaga. This book was released on 2018-12-12. Available in PDF, EPUB and Kindle. Book excerpt: Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems. Features Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors Includes four case studies addressing real-world industrial problems solved with machine learning techniques A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka

Industrial Applications of Machine Learning

Download Industrial Applications of Machine Learning PDF Online Free

Author :
Release : 2018-12-12
Genre : Business & Economics
Kind : eBook
Book Rating : 361/5 ( reviews)

GET EBOOK


Book Synopsis Industrial Applications of Machine Learning by : Pedro Larrañaga

Download or read book Industrial Applications of Machine Learning written by Pedro Larrañaga. This book was released on 2018-12-12. Available in PDF, EPUB and Kindle. Book excerpt: Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems. Features Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors Includes four case studies addressing real-world industrial problems solved with machine learning techniques A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka

Industrial Applications of Machine Learning

Download Industrial Applications of Machine Learning PDF Online Free

Author :
Release : 2020-09-30
Genre : Electronic books
Kind : eBook
Book Rating : 874/5 ( reviews)

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Book Synopsis Industrial Applications of Machine Learning by : Pedro Larrañaga

Download or read book Industrial Applications of Machine Learning written by Pedro Larrañaga. This book was released on 2020-09-30. Available in PDF, EPUB and Kindle. Book excerpt: This book shows how machine learning can be applied to address real-world problems in the fourth industrial revolution and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society"

Machine Learning Algorithms for Industrial Applications

Download Machine Learning Algorithms for Industrial Applications PDF Online Free

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Release : 2020-07-18
Genre : Technology & Engineering
Kind : eBook
Book Rating : 41X/5 ( reviews)

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Book Synopsis Machine Learning Algorithms for Industrial Applications by : Santosh Kumar Das

Download or read book Machine Learning Algorithms for Industrial Applications written by Santosh Kumar Das. This book was released on 2020-07-18. Available in PDF, EPUB and Kindle. Book excerpt: This book explores several problems and their solutions regarding data analysis and prediction for industrial applications. Machine learning is a prominent topic in modern industries: its influence can be felt in many aspects of everyday life, as the world rapidly embraces big data and data analytics. Accordingly, there is a pressing need for novel and innovative algorithms to help us find effective solutions in industrial application areas such as media, healthcare, travel, finance, and retail. In all of these areas, data is the crucial parameter, and the main key to unlocking the value of industry. The book presents a range of intelligent algorithms that can be used to filter useful information in the above-mentioned application areas and efficiently solve particular problems. Its main objective is to raise awareness for this important field among students, researchers, and industrial practitioners.

Reinforcement Learning

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Author :
Release : 2020-11-06
Genre : Computers
Kind : eBook
Book Rating : 346/5 ( reviews)

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Book Synopsis Reinforcement Learning by : Phil Winder Ph.D.

Download or read book Reinforcement Learning written by Phil Winder Ph.D.. This book was released on 2020-11-06. Available in PDF, EPUB and Kindle. Book excerpt: Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professionals how to learn by reinforcement and enable a machine to learn by itself. Author Phil Winder of Winder Research covers everything from basic building blocks to state-of-the-art practices. You'll explore the current state of RL, focus on industrial applications, learn numerous algorithms, and benefit from dedicated chapters on deploying RL solutions to production. This is no cookbook; doesn't shy away from math and expects familiarity with ML. Learn what RL is and how the algorithms help solve problems Become grounded in RL fundamentals including Markov decision processes, dynamic programming, and temporal difference learning Dive deep into a range of value and policy gradient methods Apply advanced RL solutions such as meta learning, hierarchical learning, multi-agent, and imitation learning Understand cutting-edge deep RL algorithms including Rainbow, PPO, TD3, SAC, and more Get practical examples through the accompanying website

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