Skill Topic · Cinematic

✅ Data Quality — Validate Before You Train!

MLOps Series #16 — Data Quality checks se "garbage in, garbage out" se bacho! Bad data = bad model…

Overview

✅ Data Quality — Validate Before You Train! — Quick Facts

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Tool: Type

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Great Expectations: Python

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Pandera: Python

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Deequ: Spark/JVM

Topic 1

💡 Data Quality Kya Hai?

🤖 ` ┌─────────────────────────────────────────────────────┐ │ │ │ DATA QUALITY = "Kya yeh…

Topic 2

📊 Data Quality Tools Comparison

Topic 3

💻 Great Expectations — Complete Guide

💡 `python ============================================ Great Expectations — Data Validation…

Topic 4

🐼 Pandera — Pandas Schema Validation

⚡ `python ============================================ Pandera — Lightweight & Pythonic…

Topic 5

🏗️ Custom Data Quality Framework

🎯 `python ============================================ Custom Data Quality Framework — Full…

Topic 6

❓ Quiz

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a) Computer slow hai

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b) Agar training data me quality…

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c) GPU kharab hai

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a) Model train karta hai

Comparison

📊 Data Quality Tools Comparison

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Great Expectations: Python

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Pandera: Python

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Deequ: Spark/JVM

Quick Quiz

Quiz — Question 1

✅ Data Quality — Validate Before You Train! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

✅ Data Quality — Validate Before You Train! ka 'Great Expectations' kya hai?

Complete! 🎉

✅ Data Quality — Validate Before You Train! Complete!

Aliens School · HIEN · Cinematic Knowledge

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