Gain practical skills in machine learning for finance, healthcare, and retail. This book uses a hands-on approach by providing case studies from each of these domains: you’ll see examples that demonstrate how to use machine learning as a tool for business enhancement. As a domain expert, you will not only discover how machine learning is used in finance, healthcare, and retail, but also work through practical case studies where machine learning has been implemented.
Machine Learning Applications Using Python is divided into three sections, one for each of the domains (healthcare, finance, and retail). Each section starts with an overview of machine learning and key technological advancements in that domain. You’ll then learn more by using case studies on how organizations are changing the game in their chosen markets. This book has practical case studies with Python code and domain-specific innovative ideas for monetizing machine learning.
What You Will Learn
• Discover applied machine learning processes and principles
• Implement machine learning in areas of healthcare, finance, and retail
• Avoid the pitfalls of implementing applied machine learning
• Build Python machine learning examples in the three subject areas
Who This Book Is For
Data scientists and machine learning professionals.
Author(s): Puneet Mathur
Edition: 1
Publisher: Apress
Year: 2019
Language: English
Commentary: True PDF
Pages: 379
Tags: Artificial Intelligence; Machine Learning; Healthcare; Python; Finance; Retail; Radiology
Front Matter ....Pages i-xviii
Overview of Machine Learning in Healthcare (Puneet Mathur)....Pages 1-11
Key Technological advancements in Healthcare (Puneet Mathur)....Pages 13-35
How to Implement Machine Learning in Healthcare (Puneet Mathur)....Pages 37-75
Case Studies in Healthcare AI (Puneet Mathur)....Pages 77-119
Pitfalls to Avoid with Machine Learning in Healthcare (Puneet Mathur)....Pages 121-134
Monetizing Healthcare Machine Learning (Puneet Mathur)....Pages 135-145
Overview of Machine Learning in Retail (Puneet Mathur)....Pages 147-157
Key Technological Advancements in Retail (Puneet Mathur)....Pages 159-181
How to Implement Machine Learning in Retail (Puneet Mathur)....Pages 183-216
Case Studies in Retail AI (Puneet Mathur)....Pages 217-237
Pitfalls to Avoid With Machine Learning in Retail (Puneet Mathur)....Pages 239-247
Monetizing Retail Machine Learning (Puneet Mathur)....Pages 249-257
Overview of Machine Learning in Finance (Puneet Mathur)....Pages 259-270
Key Technological Advancements in Finance (Puneet Mathur)....Pages 271-293
How to Implement Machine Learning in Finance (Puneet Mathur)....Pages 295-324
Case Studies in Finance AI (Puneet Mathur)....Pages 325-354
Pitfalls to Avoid with Machine Learning in Finance (Puneet Mathur)....Pages 355-362
Monetizing Finance Machine Learning (Puneet Mathur)....Pages 363-372
Back Matter ....Pages 373-379