3D Tic-Tac-Toe? [1]
  • Failure to Bootstrap
  • Failure to Scale Sources
  • Failure to Scale Consumers


And what you can do about it

[7]



This is part 3 of a series of articles:“ML Feature Stores: A Casual Tour”; Part 1; Part 2;

In part 1 of this tour, we covered the pros and cons of having an ML feature store in your ML organization. In part…


This is part 2 of a series of articles:“ML Feature Stores: A Casual Tour”. Part 1 is here and Part 3 is here.

In part 1 of this tour, we covered the pros and cons of having an ML feature store in…


This is part 1 of a series of articles:“ML Feature Stores: A Casual Tour”. Part 2 is here and Part 3 is here.

The combined pressures of data monetization and privacy compliance are escalating at a dramatic pace. Machine learning (ML) and…


Image by Speedy McVroom from Pixabay


Robert Delaunay, 1913, “Premier Disque”.

The ML Metrics Trap

Reporting small improvements on inadequate metrics is a well known Machine Learning trap. Understanding the pros and cons of machine learning (ML) metrics helps build personal credibility for ML practitioners. This is done to avoid the trap of prematurely proclaiming victory. Understanding metrics used for machine learning (ML) systems is…


Practical Software Engineering Principles for ML Craftsmanship

Why We Should Care about Clean Machine Learning Code (CMLC)?

Checkout my latest (in progress) book about this topic with code examples, in-depth discussions, and more! https://leanpub.com/cleanmachinelearningcode

Machine learning (ML) pipelines are software pipelines after all. They are full of needless complexity and repetition. This is mixed with thick opacity, rigidity, and viscosity of design. With these issues, ML failures…


Time travel in Scikit-learn’s codebase.

The Incident

It all started one morning with a data scientist colleague asking me:
“ I have static versions of everything for the test. But for the RandomForest Classifier, it’s not guaranteed that when I pass my static-training-set I will get the same predictions as my static-prediction-table. …

Dr. Moussa Taifi

Senior Data Science Platform Engineer — Team Lead — Xandr-AT&T — moussataifi.com — Latest Book: https://leanpub.com/cleanmachinelearningcode

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