Skill Topic · Cinematic

🤖 Automated EDA — Libraries Se EDA Automate Karo

📘 Course: Data Science | 📑 Topic #37 | 🏷️ Section 5: Exploratory Data Analysis ⬅️…

Overview

🤖 Automated EDA — Libraries Se EDA Automate Karo — Quick Facts

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📑 Topic #37: 🏷️ Section 5: Exploratory Data…

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> ⬅️ [36-Multivariate-Analysis](36-Multivariate-Analysis.md): ➡️ 38-EDA-Text-Data

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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Automated EDA kya hai — ek line me…

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Pandas Profiling / ydata-profiling…

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Sweetviz — comparison +…

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D-Tale — interactive web-based EDA

Topic 2

🤖 Automated EDA Ka Landscape

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ AUTOMATED EDA…

Topic 3

📊 1. ydata-profiling (Pandas Profiling)

🎯 Installation & Basic Usage `python ======================================== 📊…

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📊 2. Sweetviz

⭐ `python ======================================== 📊 Sweetviz — Beautiful Visual EDA…

Topic 5

📊 3. D-Tale (Interactive EDA)

🔑 `python ======================================== 📊 D-Tale — Interactive Web-Based EDA…

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📊 4. DataPrep (Fast + Scalable)

✨ `python ======================================== 📊 DataPrep — Super Fast EDA…

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📊 5. AutoViz (Automatic Visualization)

🌟 `python ======================================== 📊 AutoViz — Smart Chart Selection…

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📊 Library Comparison

Topic 9

📊 Full Python Class: AutoEDAEngine

📚 `python from dataclasses import dataclass, field from typing import Optional import…

Topic 10

📊 Workflow: Manual vs Automated EDA

💡 ` ┌──────────────────────────────────────────────────────┐ │ BEST PRACTICE WORKFLOW 🔄 │ │…

Topic 11

🧠 Quiz Time!

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A) ydata-profiling

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B) Sweetviz

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C) DataPrep ✅

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D) AutoViz

Topic 12

📌 Key Takeaways

⭐ | Library | Best For | Speed | |---------|----------|-------| | ydata-profiling |…

Topic 13

⬅️ [36-Multivariate-Analysis](36-Multivariate-Analysis.md) | ➡️ [38-EDA-Text-Data](38-EDA-Text-Data.md)

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Comparison

📊 Library Comparison

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---------: :---:

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Speed (1M rows): 🐌 Slow

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HTML Report: ✅ Best

Quick Quiz

Quiz — Question 1

🤖 Automated EDA — Libraries Se EDA Automate Karo ka sabse sahi definition kya hai?

Complete! 🎉

🤖 Automated EDA — Libraries Se EDA Automate Karo Complete!

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