Skill Topic · Cinematic

🚨 Topic 55: Anomaly Detection — Outliers Ko Pakdo!

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Overview

🚨 Topic 55: Anomaly Detection — Outliers Ko Pakdo! — Quick Facts

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Z: 3 → Anomaly (99.7% rule)

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Z: 2 → Suspicious (95% rule)

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│╱: 95%

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📚 ` ╔═══════════════════════════════════════════════════════════════╗ ║ 🚨 ANOMALY DETECTION…

Topic 2

📌 Anomaly Types

💡 ` ┌──────────────────────────────────────────────────────────┐ │ ANOMALY TYPES │…

Topic 3

1️⃣ Statistical Methods

🎯 Z-Score Method: ` Z-Score = (x - μ) / σ |Z| > 3 → Anomaly (99.7% rule) |Z| > 2 →…

Topic 4

2️⃣ ML Methods — How They Work

⭐ ` ┌─────────────────────────────────────────────────────┐ │ ISOLATION FOREST 🌲 │…

Topic 5

🐍 Full Python Class — AnomalyEngine

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Z-Score / Modified Z-Score

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IQR (Interquartile Range)

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Isolation Forest

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Local Outlier Factor (LOF)

Topic 6

📊 Real-World Applications

✨ ` ┌───────────────────────────────────────────────────────┐ │ 🏢 REAL-WORLD ANOMALY…

Topic 7

❓ Quiz Time! (5 MCQs)

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a) Cluster center se door

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b) Short path length (jaldi…

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c) High density area me hoti hai

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d) Z-Score > 3

Quick Quiz

Quiz — Question 1

🚨 Topic 55: Anomaly Detection — Outliers Ko Pakdo! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🚨 Topic 55: Anomaly Detection — Outliers Ko Pakdo! ka 'Z' kya hai?

Complete! 🎉

🚨 Topic 55: Anomaly Detection — Outliers Ko Pakdo! Complete!

Aliens School · HIEN · Cinematic Knowledge

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