Search icon
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
Machine Learning Engineering  with Python - Second Edition

You're reading from  Machine Learning Engineering with Python - Second Edition

Product type Book
Published in Aug 2023
Publisher Packt
ISBN-13 9781837631964
Pages 462 pages
Edition 2nd Edition
Languages
Author (1):
Andrew P. McMahon Andrew P. McMahon
Profile icon Andrew P. McMahon

Table of Contents (12) Chapters

Preface 1. Introduction to ML Engineering 2. The Machine Learning Development Process 3. From Model to Model Factory 4. Packaging Up 5. Deployment Patterns and Tools 6. Scaling Up 7. Deep Learning, Generative AI, and LLMOps 8. Building an Example ML Microservice 9. Building an Extract, Transform, Machine Learning Use Case 10. Other Books You May Enjoy
11. Index

Understanding the batch processing problem

In Chapter 1, Introduction to ML Engineering, we saw the scenario of a taxi firm that wanted to analyze anomalous rides at the end of every day. The customer had the following requirements:

  • Rides should be clustered based on ride distance and time, and anomalies/outliers identified.
  • Speed (distance/time) was not to be used, as analysts would like to understand long-distance rides or those with a long duration.
  • The analysis should be carried out on a daily schedule.
  • The data for inference should be consumed from the company’s data lake.
  • The results should be made available for consumption by other company systems.

Based on the description in the introduction to this chapter, we can now add some extra requirements:

  • The system’s results should contain information on the rides classification as well as a summary of relevant textual data.
  • Only anomalous rides need to have...
lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $15.99/month. Cancel anytime}