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✅ Topic 28: Regression Analysis

Course: AI Math Advanced Topic: Regression Analysis Section: 4 — Statistics for AI Level:…

Topic 1
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📘 Overview

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OLS = argmin Σ(yᵢ - ŷᵢ)² — closed…

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R² = Coefficient of determination…

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Residual Analysis = Error patterns…

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Ridge/Lasso = L2/L1 regularization

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🏗️ Regression Architecture

💡 ` ┌──────────────────────────────────────────────────┐ │ REGRESSION ANALYSIS ENGINE │ │ │…
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🧠 Python Implementation

🎯 `python """ Regression Analysis — OLS, Ridge, Lasso, Polynomial, diagnostics,…
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❓ Quiz — 5 MCQs

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A) 85% accuracy

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B) Model 85% variance explain…

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C) 85% features used

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D) 85 data points

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🔑 | Previous | Current | Next | |----------|---------|------| | 27 — Hypothesis Testing |…
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