Skill Topic · Cinematic

🔗 Correlation & Causation

📘 Course: Data Science | 📑 Topic #21 | 🏷️ Section 3: Statistics & Probability ⬅️ 20-AB-Testing | ➡️…

Overview

🔗 Correlation & Causation — Quick Facts

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📑 Topic #21: 🏷️ Section 3: Statistics &…

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> ⬅️ [20-AB-Testing](20-AB-Testing.md): ➡️ 22-Bayesian-Statistics

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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Correlation kya hai — variables ke…

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Causation kya hai —…

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"Correlation ≠ Causation" — sabse…

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Pearson, Spearman, Kendall —…

Topic 2

📐 Correlation vs Causation — Big Picture

💡 ` ╔══════════════════════════════════════════════════════════════════════╗ ║ 🔗…

Topic 3

🔑 Types of Correlation

🎯 📊 Correlation Coefficients `…

Topic 4

🔬 How to Establish Causation

⭐ ` ╔═══════════════════════════════════════════════════════════╗ ║ 🔬 CAUSATION ESTABLISH…

Topic 5

😂 Famous Spurious Correlations

🔑 ` ╔═══════════════════════════════════════════════════════════╗ ║ 😂 SPURIOUS CORRELATIONS…

Topic 6

📊 Comparison Table

✨ | Aspect | Correlation | Causation | |--------|-------------|-----------| | Definition |…

Topic 7

🐍 Python Code — CorrelationEngine

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Pearson, Spearman, Kendall…

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Correlation matrix with…

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Partial correlation (remove…

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Correlation significance testing

Topic 8

❓ Quiz — 5 MCQs

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A) Correlated variables kabhi…

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B) Correlation hone se ye prove…

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C) Causation possible nahi hai

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D) Correlation meaningless hai

Topic 9

🧠 Key Takeaways

📚 ` ╔══════════════════════════════════════════════════════════╗ ║ 🧠 YAAD RAKHNE WALI…

Comparison

📊 Comparison Table

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Definition: Two variables move together

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Direction: Can be either way

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Evidence: Observational data sufficient

Quick Quiz

Quiz — Question 1

🔗 Correlation & Causation ka sabse sahi definition kya hai?

Complete! 🎉

🔗 Correlation & Causation Complete!

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