Even the memes recognize that modeling is the easy part. Source

Don’t Sleep On Data Operations

An Intro To Data Operations


Here, we train a very simple model on the Speech Commands audio dataset and analyze its failure cases to see how best to improve it!


An example of an interactive embedding visualization generated in Aquarium.

Structured and Unstructured Data


The sight of this curve can strike fear into the hearts of machine learning practitioners. Source


Building An Org

If your ML teams are misaligned, your org can start to feel a lot like Westeros.


Illustrated With Memes


Adventures in ML Engineering

Improve your model by improving the data!

Peter Gao

Cofounder and CEO of Aquarium! Ex-Cruise, Khan Academy, and Pinterest.

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