Book Name: Practical Machine Learning with Python
Author: Dipanjan Sarkar, Raghav Bali, Tushar Sharma
File size: 19.8 MB
File format: PDF
Practical Machine Learning with Python Pdf Book Description:
Master the vital skills required to comprehend and resolve complicated issues with machine learning and profound learning. Employing real-world examples which leverage the favorite Python machine learning ecosystem, this novel is your ideal companion for studying the science and art of machine learning how to be a successful professional. The theories, tools, techniques, frameworks, and methods utilized in this book will teach you how you can think, design, construct, and implement machine learning strategies and jobs successfully.
Practical Machine Learning using Python follows a more structured and detailed three-tiered strategy packed with hands on samples and examples.
Component 1 — concentrates on comprehension machine learning theories and resources. Short guides for helpful machine learning programs, libraries and frameworks will also be covered.
Component two — particulars conventional system learning pipelines, with a focus on information processing analysis, attribute technology, and modeling. You are going to find out to procedure, wrangle, outline and visualize information in its different forms. Feature engineering and choice methodologies will be dealt with in detail with real world datasets followed by model construction, tuning, interpretation and installation.
Component 3 investigates several real-world case studies demonstrating varied domains and businesses like retail, transport, videos, music, advertising, computer vision and fund. The hands-on examples can allow you to become acquainted with advanced machine learning resources and processes and also know what algorithms are suitable for almost any issue.
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