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Babylog: A lightweight open-source logging library for computer vision

Easily log image and prediction data from edge devices

Hi everyone,

We’re excited to launch our new open-source logging library for ML and computer vision teams. With Babylog, we aim to empower engineers to easily log raw image and prediction data from edge devices to the cloud (or on-prem servers).

Problem

You need to know what your models are running on in the real world. Setting up that infrastructure takes away precious time and money. You need a standard for logging your data so that you know how your models perform. Babylog (bah-bee-log) provides a standard where all device, model, and prediction information are coupled.

  • If you don’t have a data stream from production, you have no idea what your models are seeing and no way to evaluate their performance.
  • If something suddenly changes in the real world and with it the distribution of your inputs, things could go very wrong so you’d likely want to know (i.e. stop signs suddenly turning blue = Tesla becoming a murder machine)

Our asks