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The Machine Learning Solutions Architect Handbook Cover

The Machine Learning Solutions Architect Handbook

Practical strategies and best practices on the ML lifecycle, system design, MLOps, and generative AI

Paid access
|Apr 2024
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Table of Contents

  1. Navigating the ML Lifecycle with ML Solutions Architecture
  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
PDF ISBN: 978-1-80512-482-5
Publisher: Packt Publishing Limited
Copyright owner: © 2024 Packt Publishing Limited
Publication date: 2024
Language: English
Pages: 602