Experimentation for Engineers (Manning)
Friday, 17 March 2023

With the subtitle "From A/B testing to Bayesian optimization", this book consists of a toolbox of techniques for evaluating new features and fine-tuning parameters. David Sweet starts with a deep dive into methods like A/B testing, and then graduates to advanced techniques used to measure performance in industries such as finance and social media. He shows how to evaluate the changes you make to your system and ensure that your testing doesn’t undermine revenue or other business metrics.

<ASIN:‎1617298158>

 

Author: David Sweet
Publisher: Manning
Date: March 2023
Pages: 248
ISBN: 978-1617298158
Print: 1617298158
Kindle: B0BSVHBFK2
Audience: General
Level: Intermediate
Category: Theory & Techniques 

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Topics include:

 

  • Design, run, and analyze an A/B test
  • Break the "feedback loops" caused by periodic retraining of ML models
  • Increase experimentation rate with multi-armed bandits
  • Tune multiple parameters experimentally with Bayesian optimization
  • Clearly define business metrics used for decision-making
  • Identify and avoid the common pitfalls of experimentation

 

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SQL Server Advanced Troubleshooting and Performance Tuning (O'Reilly)

Author: Dmitri Korotkevitch
Publisher: O'Reilly
Pages: 497
ISBN: 978-1098101923
Print:1098101928
Kindle: B0B197NYD7
Audience: DBAs & database devs
Rating: 5
Reviewer: Ian Stirk

This book aims to improve the performance of your SQL Servers, how does it fare?



Functional Design (Addison-Wesley)

Author: Robert C. Martin
Publisher: Addison-Wesley
Date: September 2023
Pages: 384
ISBN: 978-0138176396
Print: 0138176396
Kindle: B0CGHQKGYG
Audience: General
Rating: 4.5
Reviewer: Kay Ewbank

This book sets out to explain the principles, patterns and practices of functional design, and why functional prog [ ... ]


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