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Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Graphics in this book are printed in black and white.Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—scikit-learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’l... [Read More]
- ASIN: 1491962291
- ASIN: 1491962291
- ISBN: 1491962291
- Brand: O'Reilly Media
- Manufacturer: O'Reilly Media
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Understanding Machine Learning: From Theory to Algorithms
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussio... [Read More]
- ASIN: 1107057132
- ASIN: 1107057132
- ISBN: 1107057132
- Manufacturer: Cambridge University Press
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Artificial Intelligence: With an Introduction to Machine Learning, Second Edition (Chapman & Hall/CRC Artificial Intelligence and Robotics Series)
The first edition of this popular textbook, Contemporary Artificial Intelligence, provided an accessible and student friendly introduction to AI. This fully revised and expanded update, Artificial Intelligence: With an Introduction to Machine Learning, Second Edition, retains the same accessibility and problem-solving approach, while providing new material and methods. The book is divided into five sections that focus on the most useful techniques that have emerged from AI. The first section of the book covers logic-based methods, while the second section focuses on probability-based methods. ... [Read More]
- ASIN: 1138502383
- ASIN: 1138502383
- ISBN: 9781138502383
- Manufacturer: Chapman and Hall/CRC
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Machine Learning Refined: Foundations, Algorithms, and Applications
Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applications in disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology, this text provides readers with both a lucid understanding of foundational material as well as the practical tools needed to solve real-world problems. Wit... [Read More]
- ASIN: 1107123526
- ASIN: 1107123526
- ISBN: 9781107123526
- Brand: Cambridge University Press
- Manufacturer: Cambridge University Press
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Deep Learning (Adaptive Computation and Machine Learning series)
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.“Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.”―Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceXDeep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human compute... [Read More]
- ASIN: 0262035618
- ASIN: 0262035618
- ISBN: 0262035618
- Brand: The MIT Press
- Manufacturer: The MIT Press
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An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-worl... [Read More]
- ASIN: 1461471370
- ASIN: 1461471370
- ISBN: 1461471370
- Brand: Springer
- Manufacturer: Springer
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Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.The coverage combines breadth and depth, offering necessary background material on suc... [Read More]
- ASIN: 0262018020
- ASIN: 0262018020
- ISBN: 0262018020
- Brand: imusti
- Manufacturer: The MIT Press
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Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems)
Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches. Extensive updates reflect the technical changes and mod... [Read More]
- ASIN: 0128042915
- ASIN: 0128042915
- ISBN: 0128042915
- Brand: Morgan Kaufmann
- Manufacturer: Morgan Kaufmann
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)
This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting-... [Read More]
- ASIN: 0387848576
- ASIN: 0387848576
- ISBN: 0387848576
- Brand: Springer
- Manufacturer: Springer
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Machine Learning (McGraw-Hill International Editions Computer Science Series)
This book covers the field of machine learning, which is the study of algorithms that allow computer programs to automatically improve through experience. The book is intended to support upper level undergraduate and introductory level graduate courses in machine learning.
- ASIN: 0071154671
- ASIN: 0071154671
- ISBN: 0071154671
- Manufacturer: McGraw-Hill
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Neural Networks and Deep Learning: A Textbook
This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. Why do neural networks work? When do they work better than off-the-shelf machine-learning models? When is depth useful? Why is training neural networks so hard? What are the pitfalls? The book is also rich in discussing different applications i... [Read More]
- ASIN: 3319944622
- ASIN: 3319944622
- ISBN: 3319944622
- Manufacturer: Springer
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Pattern Recognition and Machine Learning (Information Science and Statistics)
This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential... [Read More]
- ASIN: 0387310738
- ASIN: 0387310738
- ISBN: 0387310738
- Brand: imusti
- Manufacturer: Springer
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Data Mining for Business Analytics: Concepts, Techniques, and Applications with JMP Pro
Data Mining for Business Analytics: Concepts, Techniques, and Applications with JMP Pro® presents an applied and interactive approach to data mining. Featuring hands-on applications with JMP Pro®, a statistical package from the SAS Institute, the bookuses engaging, real-world examples to build a theoretical and practical understanding of key data mining methods, especially predictive models for classification and prediction. Topics include data visualization, dimension reduction techniques, clustering, linear and logistic regression, classification and regression trees, discriminant analys... [Read More]
- ASIN: 1118877438
- ASIN: 1118877438
- ISBN: 1118877438
- Manufacturer: Wiley
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Principles: Life and Work
#1 New York Times Bestseller “Significant...The book is both instructive and surprisingly moving.” —The New York Times Ray Dalio, one of the world’s most successful investors and entrepreneurs, shares the unconventional principles that he’s developed, refined, and used over the past forty years to create unique results in both life and business—and which any person or organization can adopt to help achieve their goals.In 1975, Ray Dalio founded an investment firm, Bridgewater Associates, out of his two-bedroom apartment in New York City. Forty years later, Bridgewater has made mor... [Read More]
- ASIN: 1501124021
- ASIN: 1501124021
- ISBN: 1501124021
- Brand: Unknown
- Manufacturer: Simon & Schuster
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Advances in Financial Machine Learning
Machine learning (ML) is changing virtually every aspect of our lives. Today ML algorithms accomplish tasks that until recently only expert humans could perform. As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. Readers will learn how to structure Big data in a way that is amenable to ML algorithms; how to conduct research with ML algorithms on that data; how to use supercomputing methods; how to backtest your discoveries while avoiding false positives. The book addresses real-life problems faced ... [Read More]
- ASIN: 1119482089
- ASIN: 1119482089
- ISBN: 1119482089
- Manufacturer: Wiley
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Learn to Draw the Best of Nickelodeon
In "Learn to Draw the Best of Nickelodeon," young artists and Nickelodeon fans alike will discover how to draw their favorite Nickelodeon characters step by simple
- UPC: 21661959
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Learn Guitar : The Ultimate Guide to Learn Guitar: Best Tips and Tricks for Learning Guitar
Are you looking for an easy to understand book about guitar for beginners? Do you love guitars but do not know of a place to get guitar lessons? Do you want to learn how to
- UPC: 53288904
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Machine Learning for Dummies
Your no-nonsense guide to making sense of machine learning Machine learning can be a mind-boggling concept for the masses, but those who are in the trenches of computer programming know just how invaluable it is.
- UPC: 49743719
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The Master Algorithm : How the Quest for the Ultimate Learning Machine Will Remake Our World
A thought-provoking and wide-ranging exploration of machine learning and the race to build computer intelligences as flexible as our ownIn the world's top research labs and universities, the race is on to invent the ultimate
- UPC: 53961824
- Rating: 4.0
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Professional Learning Communities at Worktm : Best Practices for Enhancing Students Achievement
The book that launched a school improvement movement offers research-based recommendations drawn from the best practices found in schools nationwide for continuously improving school performance. Coming from the perspectives of both a distinguished dean of
- UPC: 25219726
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Summer Learning Headstart, Grade 6 to 7 : Fun Activities Plus Math, Reading, and Language Workbooks: Bridge to Success with Common Core Aligned Resources and Workbooks
Summer Learning HeadStart(TM) This book is designed to help 6th grade students retain and strengthen their Math and English Language Arts skills during summer months. It helps stop Summer Learning Loss and provides a strong
- UPC: 53899457
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Jesus, Life Coach : Learn from the Best
Jesus, Life Coach presents a faith-based coaching program with Jesus as the model. Delving into the principles Jesus used to transform those around him, the book offers proven strategies and countless applications for modern-day
- UPC: 26659549
- Rating: 5.0
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Summer Learning Headstart, Grade 4 to 5 : Fun Activities Plus Math, Reading, and Language Workbooks: Bridge to Success with Common Core Aligned Resources and Workbooks
Summer Learning HeadStart(TM) This book is designed to help 4th grade students retain and strengthen their Math and English Language Arts skills during summer months. It helps stop Summer Learning Loss and provides a strong
- UPC: 53913642
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Your Body, Your Yoga : Learn Alignment Cues That Are Skillful, Safe, and Best Suited to You
Your Body, Your Yoga goes beyond any prior yoga anatomy book available. It looks not only at the body's unique anatomical structures and what this means to everyone's individual range of motion, but also examines
- UPC: 49982749
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Shapes for Kids Age 1-3 (Engage Early Readers : Children's Learning Books) with Free eBook
This book introduces basic shapes and develops early language skills using images of things that every kid should know. Vibrant colors and images are designed to attract the attention of babies and toddlers. This book
- UPC: 53601681
Is this the BEST BOOK on Machine Learning? Hands On Machine Learning Review
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