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📌 Topic 29: Data Versioning

Course: AI Infrastructure — Section 4: Data Infrastructure Topic: 29 of 70 | Prev:…

Overview

📌 Topic 29: Data Versioning — Quick Facts

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Prev: [28-Feature-Stores.md](28-Feature-Stores.md): Next: 30-Data-Pipelines.md

Topic 1

🎯 Overview

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Data Versioning = Git for data —…

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Problem: code version kiya (Git)…

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ML reproducibility: same code +…

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Tools: DVC (most popular), LakeFS,…

Topic 2

🏗️ Data Versioning Architecture

💾 ` ┌──────────────────────────────────────────────────────────────┐ │ Data Versioning…

Topic 3

🐍 Complete Python Implementation

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src/prepare.py

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data/raw/

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prepare.split_ratio

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prepare.seed

Topic 4

📊 DVC Workflow Cheat Sheet

Topic 5

❓ Quiz — 5 MCQs

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A) Data pretty dikhta hai

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B) Without data versioning,…

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C) Speed badhti hai

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D) Storage save hota hai

Topic 6

🔗 Navigation

📉 ⬅️ Previous: 28-Feature-Stores.md | ➡️ Next: 30-Data-Pipelines.md Pro Tip: 📌 Data…

Quick Quiz

Quiz — Question 1

📌 Topic 29: Data Versioning ka sabse sahi definition kya hai?

Complete! 🎉

📌 Topic 29: Data Versioning Complete!

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