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Skill Topic ยท Cinematic

๐Ÿ”ฌ EDA Process & Mindset โ€” Data Ko Samjho Pehle

๐Ÿ“˜ Course: Data Science | ๐Ÿ“‘ Topic #33 | ๐Ÿท๏ธ Section 5: Exploratory Data Analysis โฌ…๏ธโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”ฌ EDA Process & Mindset โ€” Data Ko Samjho Pehle โ€” Quick Facts

๐Ÿ“Œ

๐Ÿ“‘ Topic #33: ๐Ÿท๏ธ Section 5: Exploratory Dataโ€ฆ

๐ŸŽฏ

> โฌ…๏ธ [32-Streamlit-Dashboard](32-Streamlit-Dashboard.md): โžก๏ธ 34-Univariate-Analysis

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŽฏ Is Topic Me Kya Seekhoge?

๐Ÿ’ก

EDA kya hai โ€” data ko exploreโ€ฆ

๐Ÿ”‘

EDA Mindset โ€” detective jaisaโ€ฆ

โšก

EDA Process โ€” step-by-stepโ€ฆ

๐ŸŽฏ

Key Questions โ€” data se puchneโ€ฆ

Topic 2
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ”ฌ EDA Ka Big Picture

๐Ÿ’พ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ EXPLORATORY DATA ANALYSISโ€ฆ
Topic 3
โœจ

๐Ÿง  EDA Mindset โ€” Detective Jaise Socho

๐Ÿ—„๏ธ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ EDA MINDSET FRAMEWORK ๐Ÿง  โ”‚ โ”‚ โ”‚ โ”‚โ€ฆ
Topic 4
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“‹ EDA 5-Phase Process

๐Ÿ“ˆ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ EDA PROCESS (5 Phases) โ”‚ โ”‚ โ”‚โ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š Phase 1: First Look (2 minutes me overview)

๐Ÿ’ก

891 passengers, 12 features

๐Ÿ”‘

Mix of numeric + categorical

โšก

Age me missing values honge (floatโ€ฆ

Topic 6
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ” Phase 2: Data Quality Assessment

๐Ÿ“‰ `python ======================================== ๐Ÿ” Phase 2: Data Quality Checkโ€ฆ
Topic 7
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š Phase 3: Univariate Analysis (Har Column Akele)

๐Ÿงฎ `python ======================================== ๐Ÿ“Š Phase 3: Univariate Analysisโ€ฆ
Topic 8
โœจ

๐Ÿ”— Phase 4: Multivariate Analysis (Relationships)

๐ŸŒ `python ======================================== ๐Ÿ”— Phase 4: Multivariate Analysisโ€ฆ
Topic 9
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“ Phase 5: Insights & Report

๐Ÿ“Š `python ======================================== ๐Ÿ“ Phase 5: EDA Summary Reportโ€ฆ
Topic 10
โœจ

๐Ÿ“Š Full Python Class: EDAEngine

๐Ÿ’พ `python from dataclasses import dataclass, field from typing import Optional importโ€ฆ
Topic 11
๐Ÿ”’

๐Ÿ“Š EDA Questions Checklist

๐Ÿ—„๏ธ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ ๐Ÿ“‹ 20 QUESTIONS โ€” EDA Me Poocho!โ€ฆ
Topic 12
๐Ÿ“ˆ

๐Ÿง  Quiz Time!

๐Ÿ’ก

A) Model training ke baad

๐Ÿ”‘

B) Model training se PEHLE โœ…

โšก

C) Deployment ke baad

๐ŸŽฏ

D) Kabhi bhi

Topic 13
๐Ÿ”

๐Ÿ“Œ Key Takeaways

๐Ÿ” | Concept | Yaad Rakho | |---------|------------| | EDA | Modeling se PEHLE data exploreโ€ฆ
Topic 14
๐Ÿ“‰ ๐Ÿ“Š ๐Ÿ”ฌ

โฌ…๏ธ [32-Streamlit-Dashboard](32-Streamlit-Dashboard.md) | โžก๏ธ [34-Univariate-Analysis](34-Univariate-Analysis.md)

๐Ÿ“‰
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”ฌ EDA Process & Mindset โ€” Data Ko Samjho Pehle ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”ฌ EDA Process & Mindset โ€” Data Ko Samjho Pehle Complete!

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