Official Google Cloud Certified Professional Machine Learning Engineer Study Guide
eBook - ePub

Official Google Cloud Certified Professional Machine Learning Engineer Study Guide

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Official Google Cloud Certified Professional Machine Learning Engineer Study Guide

About this book

Expert, guidance for the Google Cloud Machine Learning certification exam

In Google Cloud Certified Professional Machine Learning Study Guide, a team of accomplished artificial intelligence (AI) and machine learning (ML) specialists delivers an expert roadmap to AI and ML on the Google Cloud Platform based on new exam curriculum. With Sybex, you'll prepare faster and smarter for the Google Cloud Certified Professional Machine Learning Engineer exam and get ready to hit the ground running on your first day at your new job as an ML engineer.

The book walks readers through the machine learning process from start to finish, starting with data, feature engineering, model training, and deployment on Google Cloud. It also discusses best practices on when to pick a custom model vs AutoML or pretrained models with Vertex AI platform. All technologies such as Tensorflow, Kubeflow, and Vertex AI are presented by way of real-world scenarios to help you apply the theory to practical examples and show you how IT professionals design, build, and operate secure ML cloud environments.

The book also shows you how to:

  • Frame ML problems and architect ML solutions from scratch
  • Banish test anxiety by verifying and checking your progress with built-in self-assessments and other practical tools
  • Use the Sybex online practice environment, complete with practice questions and explanations, a glossary, objective maps, and flash cards

A can't-miss resource for everyone preparing for the Google Cloud Certified Professional Machine Learning certification exam, or for a new career in ML powered by the Google Cloud Platform, this Sybex Study Guide has everything you need to take the next step in your career.

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Yes, you can access Official Google Cloud Certified Professional Machine Learning Engineer Study Guide by Mona Mona,Pratap Ramamurthy in PDF and/or ePUB format. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Sybex
Year
2023
Print ISBN
9781119944461
eBook ISBN
9781119981565
Edition
1

Table of contents

  1. Cover
  2. Table of Contents
  3. Title Page
  4. Copyright
  5. Dedication
  6. Acknowledgments
  7. About the Author
  8. About the Technical Editors
  9. Introduction
  10. Chapter 1: Framing ML Problems
  11. Chapter 2: Exploring Data and Building Data Pipelines
  12. Chapter 3: Feature Engineering
  13. Chapter 4: Choosing the Right ML Infrastructure
  14. Chapter 5: Architecting ML Solutions
  15. Chapter 6: Building Secure ML Pipelines
  16. Chapter 7: Model Building
  17. Chapter 8: Model Training and Hyperparameter Tuning
  18. Chapter 9: Model Explainability on Vertex AI
  19. Chapter 10: Scaling Models in Production
  20. Chapter 11: Designing ML Training Pipelines
  21. Chapter 12: Model Monitoring, Tracking, and Auditing Metadata
  22. Chapter 13: Maintaining ML Solutions
  23. Chapter 14: BigQuery ML
  24. Appendix: Answers to Review Questions
  25. Index
  26. End User License Agreement