Always be shipping.
A scratchpad for projects and ideas from an engineer who loves connecting dots across domains.
Shipping log
7 posts, sampled monthly
2017
the quiet years
2026
Latest
Why I Stopped Trusting Validation Loss
Two recent results find that offline metrics don't predict how a policy behaves when it runs. If that holds, closed-loop evaluation stops being optional, and the thing I spent last week failing to build becomes the bo...
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Archive
2026
4 posts
Why I Stopped Trusting Validation Loss
Three Ways to Think You've Validated a World Model
Audio Classification: A Weekend of Experiments (FAAAAHH!)
I'm Back
2017
3 posts
HomographyNet: Deep Image Homography Estimation
SqueezeDet: Deep Learning for Object Detection
MainSqueeze: The 52 parameter model that drives in the Udacity simulator