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Production ML & computer vision

Field reports from running models on real data, not benchmarks.

12 posts

2025

  1. Model evaluation in production: how we score our CV pipeline

2024

  1. YOLO on physical infrastructure
  2. What three years of running CV in production actually teaches you

2023

  1. Multi-modal models and what they mean for computer vision products

2022

  1. Getting to 99.6% accuracy in production

2021

  1. Classification vs. detection vs. segmentation: choosing right the first time
  2. Computer vision in the logistics industry: the specific problems nobody writes about
  3. Why we chose YOLO for anti-counterfeiting

2020

  1. Anti-counterfeiting as a computer vision problem: early notes

2019

  1. Speech-to-text in production: latency, accuracy, and the tradeoffs nobody documents

2018

  1. Sentiment analysis in production: the things the papers don't mention
  2. Building pitch analysis with AI: what the algorithm can and can't tell you about a founder