100 Days of MLOps· day 21 of 100
DAY 21MLOps
Why Data Versioning? The Problem
Day 21 of 100 Days of MLOps, and Module 3 begins. Git versions your code perfectly — but not your data, and a model depends on both. Watch the same code, with a fixed seed, produce a very different model when the data silently changes underneath it, while Git reports that nothing changed at all. This is the exact problem data versioning exists to solve. Runs 100% locally on any OS.
Jul 9, 2026 10 min read1.8k words
This lesson is for members
The first 4 days of 100 Days of MLOps are free. Unlock the full curriculum — every day of every series, current and future — with one membership.
Monthly
₹399
per month
Annual
₹2,999
per year
Lifetime
₹6,999
one-time
- Every series, all days — including future series
- Verified, project-based, no fluff
- Progress synced across all your devices