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Practical machine learning with Python : a problem-solver's guide to building real-world intelligent systems

Author: Dipanjan Sarkar; Raghav Bali; Tushar Sharma
Publisher: [United States] : Apress, New York, NY : Distributed to the Book trade worldwide by Springer 2018. ©2018
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, techniques, tools, frameworks, and methodologies used in this book will  Read more...
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Genre/Form: Electronic book
Electronic books
Additional Physical Format: Print version:
Sarkar, Dipanjan.
Practical machine learning with Python.
[United States] : Apress, 2018
(OCoLC)1005116362
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Dipanjan Sarkar; Raghav Bali; Tushar Sharma
ISBN: 9781484232071 1484232070
OCLC Number: 1017098750
Notes: Includes index.
Description: 1 online resource
Contents: Chapter 1: Machine Learning Basics --
Chapter 2: The Python Machine Learning Ecosystem --
Chapter 3: Processing, Wrangling and Visualizing Data.-Chapter 4: Feature Engineering and Selection --
Chapter 5: Building, Tuning and Deploying Models.-Chapter 6: Analyzing Bike Sharing Trends --
Chapter 7: Analyzing Movie Reviews Sentiment --
Chapter 8: Customer Segmentation and Effective Cross Selling --
Chapter 9: Analyzing Wine Types and Quality --
Chapter 10: Analyzing Music Trends and Recommendations --
Chapter 11: Forecasting Stock and Commodity Prices --
Chapter 12: Deep Learning for Computer Vision.
Responsibility: Dipanjan Sarkar, Raghav Bali, Tushar Sharma.

Abstract:

Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, techniques, tools, frameworks, and methodologies used in this book will teach you how to think, design, build, and execute machine learning systems and projects successfully. Practical Machine Learning with Python follows a structured and comprehensive three-tiered approach packed with hands-on examples and code. Part 1 focuses on understanding machine learning concepts and tools. Part 2 details standard machine learning pipelines, with an emphasis on data processing analysis, feature engineering, and modeling. Part 3 explores multiple real-world case studies spanning diverse domains and industries like retail, transportation, movies, music, marketing, computer vision and finance. Practical Machine Learning with Python will empower you to start solving your own problems with machine learning today! You will: Execute end-to-end machine learning projects and systems Implement hands-on examples with industry standard, open source, robust machine learning tools and frameworks Review case studies depicting applications of machine learning and deep learning on diverse domains and industries Apply a wide range of machine learning models including regression, classification, and clustering.

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