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🌳 Decision Trees — Sawaalon Se Jawab Tak

📘 Course: Data Science | 📑 Topic #44 | 🏷️ Section 6: ML for Data Science ⬅️ 43-Logistic-Regression…

Overview

🌳 Decision Trees — Sawaalon Se Jawab Tak — Quick Facts

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📑 Topic #44: 🏷️ Section 6: ML for Data Science

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> ⬅️ [43-Logistic-Regression](43-Logistic-Regression.md): ➡️ 45-Random-Forest

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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Decision Tree kya hai — if-else ka…

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Splitting Criteria — Gini,…

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Tree Building — top-down recursive…

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Pruning — overfitting rokna

Topic 2

🌳 Decision Tree — Intuition

💡 ` ╔═══════════════════════════════════════════════════════════╗ ║ DECISION TREE 🌳 ║…

Topic 3

📊 Splitting Criteria — Gini vs Entropy

🎯 ` ┌─────────────────────────────────────────────────────────────┐ │ SPLITTING CRITERIA 📊…

Topic 4

📊 Building a Decision Tree

⭐ `python ======================================== 🌳 Decision Tree — Build + Visualize…

Topic 5

📊 Overfitting & Pruning

🔑 `python ======================================== 📊 Overfitting — Depth vs Performance…

Topic 6

📊 Feature Importance

✨ `python ======================================== 📊 Feature Importance…

Topic 7

📊 Regression Trees

🌟 `python ======================================== 🌳 Regression Tree…

Topic 8

📊 Full Python Class: DecisionTreeEngine

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

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📊 Advantages & Disadvantages

📚 ` ┌─────────────────────────────────────────────────────────────┐ │ DECISION TREE — PROS…

Topic 10

🧠 Quiz Time!

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A) Maximum confusion

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B) Node completely pure — sirf ek…

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C) Model fail

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D) Equal distribution

Topic 11

📌 Key Takeaways

🎯 | Concept | Yaad Rakho | |---------|------------| | Decision Tree | If-else rules ka…

Topic 12

⬅️ [43-Logistic-Regression](43-Logistic-Regression.md) | ➡️ [45-Random-Forest](45-Random-Forest.md)

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Quick Quiz

Quiz — Question 1

🌳 Decision Trees — Sawaalon Se Jawab Tak ka sabse sahi definition kya hai?

Complete! 🎉

🌳 Decision Trees — Sawaalon Se Jawab Tak Complete!

Aliens School · HIEN · Cinematic Knowledge

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