Skill Topic · Cinematic

🔗 Topic 57: Causal Inference — Cause & Effect Ka Science!

⏮️ Previous: 56-Survival-Analysis | ⏭️ Next: 58-Geospatial-Analysis 📂 Section 7: Advanced DS Topics…

Overview

🔗 Topic 57: Causal Inference — Cause & Effect Ka Science! — Quick Facts

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Method: When to Use

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🧪 A/B Test (RCT): Can randomize

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📊 Propensity Score: Observational data

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📈 Diff-in-Diff: Before/after + control

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📚 ` ╔═══════════════════════════════════════════════════════════════╗ ║ 🔗 CAUSAL INFERENCE…

Topic 2

📌 Correlation ≠ Causation — MOST IMPORTANT CONCEPT!

💡 ` ┌─────────────────────────────────────────────────────────┐ │ 🚨 CORRELATION ≠ CAUSATION…

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1️⃣ Key Causal Concepts

🎯 ` ┌──────────────────────────────────────────────────┐ │ POTENTIAL OUTCOMES FRAMEWORK…

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2️⃣ DAGs — Directed Acyclic Graphs

⭐ ` DAG = Causal structure ka visual map…

Topic 5

3️⃣ Causal Methods Overview

Topic 6

🐍 Full Python Class — CausalEngine

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A/B Test analysis

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Propensity Score Matching

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Inverse Propensity Weighting (IPW)

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Difference-in-Differences (DiD)

Topic 7

📊 Causal Inference Cheat Sheet

🌟 ` ┌────────────────────────────────────────────────────┐ │ CAUSAL INFERENCE DECISION…

Topic 8

❓ Quiz Time! (5 MCQs)

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a) Small sample size

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b) Confounding variables (third…

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c) Wrong p-value

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d) Missing data

Quick Quiz

Quiz — Question 1

🔗 Topic 57: Causal Inference — Cause & Effect Ka Science! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🔗 Topic 57: Causal Inference — Cause & Effect Ka Science! ka '🧪 A/B Test (RCT)' kya hai?

Complete! 🎉

🔗 Topic 57: Causal Inference — Cause & Effect Ka Science! Complete!

Aliens School · HIEN · Cinematic Knowledge

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