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⚔️ SVM — Support Vector Machine

📘 Course: Data Science | 📑 Topic #46 | 🏷️ Section 6: ML for Data Science ⬅️ 45-Random-Forest | ➡️…

Overview

⚔️ SVM — Support Vector Machine — Quick Facts

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📑 Topic #46: 🏷️ Section 6: ML for Data Science

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> ⬅️ [45-Random-Forest](45-Random-Forest.md): ➡️ 47-KNN

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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SVM kya hai — maximum margin…

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Support Vectors — boundary ke…

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Margin — decision boundary se…

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Hard vs Soft Margin — perfect vs…

Topic 2

⚔️ SVM — Intuition

💡 ` ╔═══════════════════════════════════════════════════════════════╗ ║ SUPPORT VECTOR…

Topic 3

📊 Hard Margin vs Soft Margin

🎯 ` ┌─────────────────────────────────────────────────────────────┐ │ HARD MARGIN vs SOFT…

Topic 4

📊 Kernel Trick — Non-Linear SVM

⭐ ` ┌─────────────────────────────────────────────────────────────┐ │ KERNEL TRICK —…

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📊 RBF Kernel — Gamma Effect

🔑 `python ======================================== 📊 Gamma Parameter (RBF)…

Topic 6

📊 SVM Pipeline (Scaling Important!)

✨ `python ======================================== 📊 SVM Pipeline — Real Dataset…

Topic 7

📊 SVM Regression (SVR)

🌟 `python ======================================== 📊 SVR — Support Vector Regression…

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📊 Full Python Class: SVMEngine

🚀 `python from dataclasses import dataclass, field from typing import Optional import numpy…

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📊 SVM Comparison Table

📚 ` ┌──────────────────┬──────────────┬──────────────┬──────────────┐ │ Feature │ SVM │…

Topic 10

🧠 Quiz Time!

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A) Sabse door ke points

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B) Decision boundary ke sabse…

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C) Random selected points

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D) Outliers

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📌 Key Takeaways

🎯 | Concept | Yaad Rakho | |---------|------------| | SVM | Maximum margin classifier | |…

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⬅️ [45-Random-Forest](45-Random-Forest.md) | ➡️ [47-KNN](47-KNN.md)

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Quick Quiz

Quiz — Question 1

⚔️ SVM — Support Vector Machine ka sabse sahi definition kya hai?

Complete! 🎉

⚔️ SVM — Support Vector Machine Complete!

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