Matt Kaye
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  • The Missing Semester of Your DS Education
  • A/B Testing
  • All Posts

Series

The Missing Semester of Your DS Education

Heavily inspired by The Missing Semester of Your CS Education, this is a series on all of the aspects of doing data science that you probably didn’t learn in class or from doing research. I’ve learned a lot in the past few years about what it takes to do data science professionally and, frankly, my data science education had some gaping holes. The goal of this series is to help others fill some of those holes (to the best of my ability) by sharing some of the things I’ve learned along the way from great mentors and terrible mistakes.

Date Title Reading Time
Apr 1, 2023 Writing Internal Libraries for Analytics Work 14 min
Apr 5, 2023 Unit Testing Analytics Code 14 min
Apr 24, 2023 Pull Requests, Code Review, and The Art of Requesting Changes 12 min
May 6, 2023 Workflow Orchestration 8 min
May 14, 2023 Experiment Tracking and Model Versioning 9 min
May 28, 2023 Dependency Management 10 min
Jun 6, 2023 A Gentle Introduction to Docker 12 min
Jun 21, 2023 How Can Someone Else Use My Model? 10 min
Aug 3, 2023 On Doing Data Science 10 min
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A/B Testing

A series on common pitfalls in A/B testing and how sequential testing solves many common A/B testing problems.

Date Title Reading Time
Mar 25, 2022 A/B Testing: A Primer 4 min
Apr 9, 2022 Running A/B Tests 5 min
Apr 10, 2022 Calling A/B Tests 7 min
Apr 17, 2022 Sequential Testing 5 min
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All Posts

To see all of my blog posts, go to the posts page

Matt Kaye, 2023
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