Skill Topic · Cinematic

⚖️ Topic 74: Data Ethics & Bias!

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Overview

⚖️ Topic 74: Data Ethics & Bias! — Quick Facts

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A=0) = P(ŷ=1: A=1) │

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│ Equal Opportunity │ P(ŷ=1: y=1,A=0) = P(ŷ=1

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│ Calibration │ P(y=1: ŷ=s,A=0) = P(y=1

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│ Disparate Impact │ P(ŷ=1: A=0) / P(ŷ=1

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📊 ` ╔══════════════════════════════════════════════════════════════╗ ║ ⚖️ DATA ETHICS &…

Topic 2

📌 Why Data Ethics Matter?

💾 ` ┌──────────────────────────────────────────────────────────────┐ │ REAL-WORLD IMPACT │…

Topic 3

1️⃣ Types of Bias

🗄️ ` ┌──────────────────────────────────────────────────────────────┐ │ BIAS TYPES IN ML…

Topic 4

2️⃣ Fairness Metrics

📈 ` ┌──────────────────────────────────────────────────────────┐ │ FAIRNESS METRICS │…

Topic 5

🐍 Full Python Class — EthicsEngine

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Generate biased dataset

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Detect bias (multiple metrics)

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Fairness evaluation

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Bias mitigation strategies

Topic 6

❓ Quiz Time! (5 MCQs)

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a) Model accuracy

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b) Unprivileged group ki rate >=…

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c) Data size

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d) Training speed

Quick Quiz

Quiz — Question 1

⚖️ Topic 74: Data Ethics & Bias! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

⚖️ Topic 74: Data Ethics & Bias! ka '│ Equal Opportunity │ P(ŷ=1' kya hai?

Complete! 🎉

⚖️ Topic 74: Data Ethics & Bias! Complete!

Aliens School · HIEN · Cinematic Knowledge

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