Skill Topic · Cinematic

📦 DVC — Data Version Control Seekho

MLOps Series #08 — Data aur models ko Git jaisa version control karo! Git se code, DVC se data —…

Overview

📦 DVC — Data Version Control Seekho — Quick Facts

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Feature: DVC

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Git Integration: ✅ Excellent

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Data Size: Any

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Branching/Tags: Via Git

Topic 1

💡 DVC Kya Hai?

📊 ` ┌─────────────────────────────────────────────────────┐ │ │ │ DVC = Data Version…

Topic 2

🚀 DVC Setup & Commands

💾 ` ┌─────────────────────────────────────────────────────┐ │ │ │ DVC QUICKSTART: │ │ │ │…

Topic 3

📁 DVC File Anatomy (.dvc file)

🗄️ ` ┌─────────────────────────────────────────────────────┐ │ │ │ data/train.csv.dvc (ye…

Topic 4

🔄 DVC Data Versioning Workflow

📈 ` ┌─────────────────────────────────────────────────────┐ │ │ │ DVC DATA VERSIONING —…

Topic 5

🔧 DVC Pipelines (dvc.yaml)

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src/data/preprocess.py

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data/raw/customers.csv

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prepare.split_ratio

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prepare.seed

Topic 6

💻 Python Example: DVC Integration

📉 `python ============================================ DVC Integration — Python Workflow…

Topic 7

📊 DVC vs Alternatives

🧮 | Feature | DVC | LakeFS | Git LFS | Pachyderm | |---|---|---|---|---| | Git Integration…

Topic 8

❓ Quiz

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a) Database management tool

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b) "Git for Data & Models" — large…

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c) Docker ka version

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a) Actual data

Comparison

📊 DVC vs Alternatives

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Git Integration: ✅ Excellent

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Data Size: Any

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Branching/Tags: Via Git

Quick Quiz

Quiz — Question 1

📦 DVC — Data Version Control Seekho ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

📦 DVC — Data Version Control Seekho ka 'Git Integration' kya hai?

Complete! 🎉

📦 DVC — Data Version Control Seekho Complete!

Aliens School · HIEN · Cinematic Knowledge

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