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The Machine Learning Solutions Architect Handbook

You're reading from   The Machine Learning Solutions Architect Handbook Practical strategies and best practices on the ML lifecycle, system design, MLOps, and generative AI

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Product type Paperback
Published in Apr 2024
Publisher Packt
ISBN-13 9781805122500
Length 602 pages
Edition 2nd Edition
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Author (1):
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David Ping David Ping
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David Ping
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Table of Contents (19) Chapters Close

Preface 1. Navigating the ML Lifecycle with ML Solutions Architecture FREE CHAPTER 2. Exploring ML Business Use Cases 3. Exploring ML Algorithms 4. Data Management for ML 5. Exploring Open-Source ML Libraries 6. Kubernetes Container Orchestration Infrastructure Management 7. Open-Source ML Platforms 8. Building a Data Science Environment Using AWS ML Services 9. Designing an Enterprise ML Architecture with AWS ML Services 10. Advanced ML Engineering 11. Building ML Solutions with AWS AI Services 12. AI Risk Management 13. Bias, Explainability, Privacy, and Adversarial Attacks 14. Charting the Course of Your ML Journey 15. Navigating the Generative AI Project Lifecycle 16. Designing Generative AI Platforms and Solutions 17. Other Books You May Enjoy
18. Index

ML use cases in healthcare and life sciences

The healthcare and life science industry is one of the largest and most important industries in the world, serving millions of people globally. The industry encompasses a wide range of sectors, each with its own unique set of challenges and opportunities. One of the most significant sectors within healthcare and life science is the drugs sector, which includes biotechnology firms, pharmaceutical companies, and manufacturers of genetics drugs. These companies are responsible for developing and producing medications to treat various illnesses and diseases, ranging from minor ailments to life-threatening conditions. They invest heavily in research and development to discover new drugs and therapies, often requiring significant financial resources and years of clinical trials before a product can be brought to market.Another important sector within healthcare and life science is the medical equipment industry, which manufactures a wide range of...

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