---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/computer-vision"
description: "Explore articles tagged with Computer Vision by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Computer Vision best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Computer Vision Articles | Computer Vision Tutorials"
tokens: 159
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---

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# Computer Vision

1 article

 [![Explorative modeling diagram: K candidate generations compared against real data, with only the closest match receiving gradients](https://umesh-malik.com/blog/explorative-modeling-train-on-best-of-k-cover.png)

AI Engineering • Aug 2, 2026

### Explorative Modeling: Train on the Best of K Guesses

Explorative modeling factors the training loop instead of generation: sample K guesses, train only on the best. 4.1x FLOP efficiency, 1.43 FID on ImageNet.

8 min read

Read more →](https://umesh-malik.com/blog/explorative-modeling-train-on-best-of-k)