Skill Topic · Cinematic

📈 Regression — Numbers Predict Karo!

W3Schools AI Tutorial — Hinglish me! Regression = Continuous values predict karna (price,…

Overview

📈 Regression — Numbers Predict Karo! — Quick Facts

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y_i - \hat{y}_i: $$

Topic 1

📌 Regression Kya Hai?

📚 Regression ek supervised learning technique hai jo continuous numbers predict karti hai.…

Topic 2

📊 Linear Regression

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$y$ = predicted value (output)

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$x$ = input feature

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$m$ = slope (line ka angle)

🎯

$b$ = intercept (y-axis par kahaan…

Topic 3

💻 Linear Regression JavaScript

🎯 `javascript // Linear Regression Class class LinearRegression { constructor() { this.m =…

Topic 4

📏 Model Kitna Accha Hai? — Evaluation Metrics

⭐ 1. MSE (Mean Squared Error): $$MSE = \frac{1}{n} \sum_{i=1}^{n} (y_i - \hat{y}_i)^2$$…

Topic 5

🔄 Polynomial Regression

🔑 Jab data curve follow kare, straight line kaam nahi karti! ` Linear (straight line):…

Topic 6

⚠️ Overfitting vs Underfitting

✨ ` Training Data: ● ● ● ● ● ● ● ● Underfitting (degree 1): Good fit (degree 2-3):…

Topic 7

🔢 Multiple Regression

🌟 Multiple features se predict karna: $$y = b_0 + b_1 x_1 + b_2 x_2 + ... + b_n x_n$$ `…

Topic 8

📊 Plotly Regression Visualization

🚀 `html <!DOCTYPE html> <html> <head> <script…

Topic 9

🌍 Real-World Regression Examples

📚 | Application | Input Features | Output | |-------------|---------------|--------| | Ghar…

Topic 10

🧪 Quick Quiz!

💡 1. Regression kya predict karta hai? > Answer: Continuous numbers — price, temperature,…

Topic 11

📝 Summary

🎯 | Concept | Description | |---------|-------------| | Regression | Continuous values…

Comparison

⚠️ Overfitting vs Underfitting

⚖️

Training Error: High

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Test Error: High

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Model Complexity: Too simple

Quick Quiz

Quiz — Question 1

📈 Regression — Numbers Predict Karo! ka sabse sahi definition kya hai?

Complete! 🎉

📈 Regression — Numbers Predict Karo! Complete!

Aliens School · HIEN · Cinematic Knowledge

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