I design, build, and operate machine learning systems that serve customers at scale. Currently, I'm a Senior Applied Scientist at Amazon. Outside of work, I also...
31 Jul 2022
  ·  Uncommon Uses of Python in Commonly Used Libraries
26 Jun 2022
  ·  Why You Should Write Weekly 15-5s
12 Jun 2022
  ·  Design Patterns in Machine Learning Code and Systems
22 May 2022
  ·  What I Wish I Knew About Onboarding Effectively
13 Feb 2022
  ·  Red Flags to Look Out for When Joining a Data Team
19 Sep 2021
  ·  The First Rule of Machine Learning - Start without Machine Learning
27 Jun 2021
  ·  System Design for Recommendations and Search
25 Apr 2021
  ·  Search - Query Matching via Lexical, Graph, and Embedding Methods
21 Feb 2021
  ·  Feature Stores - A Hierarchy of Needs
10 Jan 2021
  ·  Real-time Machine Learning For Recommendations
09 Aug 2020
  ·  Unpopular Opinion - Data Scientists Should be More End-to-End
26 Jul 2020
  ·  Georgia Tech's OMSCS FAQ (based on my experience)
05 Apr 2020
  ·  Stop Taking Regular Notes; Use a Zettelkasten Instead
26 Jan 2019
  ·  Data Science and Agile (What Works, and What Doesn't)
02 May 2021
  ·  The Metagame of Applying Machine Learning
28 Feb 2021
  ·  How to Write Better with The Why, What, How Framework
22 Nov 2020
  ·  What Machine Learning Can Teach Us About Life - 7 Lessons
09 Jul 2020
  ·  The 85% Rule - When Giving It Your 100% Gets You Less than 85%
applyingml
:
Papers, guides, and interviews on how to apply ML effectively
ml-design-docs
:
Template of design docs for machine learning systems
python-collab-template
:
Template with tests, type checks, linting, etc.
papermill-mlflow
:
Experimentation workflow for machine learning
omscs-faq
:
Georgia Tech Online Master's of Science in Computer Science
teardowns
:
Surveys & deep dives of data/machine learning systems