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✅ Topic 23: Data Validation & Sanitization

Course: AI Security — Section 3: Data Security & Poisoning Topic: 23 of 70 | Prev:…

Overview
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✅ Topic 23: Data Validation & Sanitization — Quick Facts

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Prev: [22-Clean-Label-Poisoning.md](22-Clean-Label-Poisoning.md): Next: 24-Data-Provenance.md

Topic 1
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🎯 Overview

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Data Validation = training data ko…

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Training data me…

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Schema validation, statistical…

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"Garbage In = Garbage Out" —…

Topic 2
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⚡ Data Validation Pipeline

💾 ` ┌──────────────────────────────────────────────────────────────────┐ │ DATA VALIDATION…
Topic 3
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🐍 Complete Python Implementation

🗄️ `python ============================================================ Data Validation &…
Topic 4
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📊 Validation Checks Quick Reference

📈 | Check | What It Catches | Severity | Complexity |…
Topic 5
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❓ Quiz — 5 MCQs

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A) Outlier detection

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B) Schema validation — correct…

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C) Model training

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D) Feature engineering

Topic 6
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🔗 Navigation

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