I design, build, and operate machine learning systems that serve customers at scale. Currently, I'm an Applied Scientist at Amazon. Outside of work, I also...
02 Dec 2021 · The Data Scientist Show - Building end-to-end ML systems
07 Nov 2021 · 5 Lessons I Learned from Writing Online (Guest post by Susan Shu)
17 Oct 2021 · What I Learned from Writing Online - For Fellow Non-Writers
19 Sep 2021 · The First Rule of Machine Learning: Start without Machine Learning
25 Oct 2020 · Data Discovery Platforms and Their Open Source Solutions
09 Aug 2020 · Unpopular Opinion - Data Scientists Should be More End-to-End
21 Jun 2020 · How to Set Up a Python Project For Automation and Collaboration
05 Apr 2020 · Stop Taking Regular Notes; Use a Zettelkasten Instead
26 Jan 2019 · Data Science and Agile (What Works, and What Doesn't)
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%
Browse 135 posts or start here
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