---
title: "Discussion on \"Version Everything: The ML Practice a Lot of Projects Skip\" | Hashnode"
description: "Discussion on \"Version Everything: The ML Practice a Lot of Projects Skip\". A long time ago, I was working on a model and doing what most people do early on: iterating fast, making transformations directly on the dataset to try to improve results, retraining, checking metrics"
url: "https://hashnode.com/posts/version-everything-the-ml-practice-a-lot-of-projects-skip/6a6533139184385a72cc4e90"
---

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# [Version Everything: The ML Practice a Lot of Projects Skip](https://bitsofwisdom.hashnode.dev/version-everything-the-ml-practice-a-lot-of-projects-skip?utm_source=hashnode&utm_medium=feed)

A long time ago, I was working on a model and doing what most people do early on: iterating fast, making transformations directly on the dataset to try to improve results, retraining, checking metrics

Jul 25 · 6 min read · bitsofwisdom.hashnode.dev  
Updated Aug 2  
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## Written by

[Matthew Wisdom](https://hashnode.com/@matt-wisdom)

@matt-wisdom · Nigeria

  
[View profile](https://hashnode.com/@matt-wisdom)

Backend and AI Engineer

I write about anything in the tech space

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