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🔬 EDA Process & Mindset — Data Ko Samjho Pehle

📘 Course: Data Science | 📑 Topic #33 | 🏷️ Section 5: Exploratory Data Analysis ⬅️…

Overview

🔬 EDA Process & Mindset — Data Ko Samjho Pehle — Quick Facts

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📑 Topic #33: 🏷️ Section 5: Exploratory Data…

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> ⬅️ [32-Streamlit-Dashboard](32-Streamlit-Dashboard.md): ➡️ 34-Univariate-Analysis

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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EDA kya hai — data ko explore…

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EDA Mindset — detective jaisa…

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EDA Process — step-by-step…

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Key Questions — data se puchne…

Topic 2

🔬 EDA Ka Big Picture

💾 ` ┌─────────────────────────────────────────────────────────┐ │ EXPLORATORY DATA ANALYSIS…

Topic 3

🧠 EDA Mindset — Detective Jaise Socho

🗄️ ` ┌──────────────────────────────────────────────────┐ │ EDA MINDSET FRAMEWORK 🧠 │ │ │ │…

Topic 4

📋 EDA 5-Phase Process

📈 ` ┌─────────────────────────────────────────────────────┐ │ EDA PROCESS (5 Phases) │ │ │…

Topic 5

📊 Phase 1: First Look (2 minutes me overview)

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891 passengers, 12 features

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Mix of numeric + categorical

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Age me missing values honge (float…

Topic 6

🔍 Phase 2: Data Quality Assessment

📉 `python ======================================== 🔍 Phase 2: Data Quality Check…

Topic 7

📊 Phase 3: Univariate Analysis (Har Column Akele)

🧮 `python ======================================== 📊 Phase 3: Univariate Analysis…

Topic 8

🔗 Phase 4: Multivariate Analysis (Relationships)

🌐 `python ======================================== 🔗 Phase 4: Multivariate Analysis…

Topic 9

📝 Phase 5: Insights & Report

📊 `python ======================================== 📝 Phase 5: EDA Summary Report…

Topic 10

📊 Full Python Class: EDAEngine

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

Topic 11

📊 EDA Questions Checklist

🗄️ ` ┌──────────────────────────────────────────────────┐ │ 📋 20 QUESTIONS — EDA Me Poocho!…

Topic 12

🧠 Quiz Time!

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A) Model training ke baad

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B) Model training se PEHLE ✅

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C) Deployment ke baad

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D) Kabhi bhi

Topic 13

📌 Key Takeaways

🔍 | Concept | Yaad Rakho | |---------|------------| | EDA | Modeling se PEHLE data explore…

Topic 14

⬅️ [32-Streamlit-Dashboard](32-Streamlit-Dashboard.md) | ➡️ [34-Univariate-Analysis](34-Univariate-Analysis.md)

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Quick Quiz

Quiz — Question 1

🔬 EDA Process & Mindset — Data Ko Samjho Pehle ka sabse sahi definition kya hai?

Complete! 🎉

🔬 EDA Process & Mindset — Data Ko Samjho Pehle Complete!

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