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Skill Topic ยท Cinematic

๐Ÿ–ผ๏ธ EDA for Image Data โ€” Image Data Ko Samjho

๐Ÿ“˜ Course: Data Science | ๐Ÿ“‘ Topic #39 | ๐Ÿท๏ธ Section 5: Exploratory Data Analysis โฌ…๏ธ 38-EDA-Text-Dataโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ–ผ๏ธ EDA for Image Data โ€” Image Data Ko Samjho โ€” Quick Facts

๐Ÿ“Œ

๐Ÿ“‘ Topic #39: ๐Ÿท๏ธ Section 5: Exploratory Dataโ€ฆ

๐ŸŽฏ

> โฌ…๏ธ [38-EDA-Text-Data](38-EDA-Text-Data.md): โžก๏ธ 40-EDA-Case-Study

Topic 1
โœจ

๐ŸŽฏ Is Topic Me Kya Seekhoge?

๐Ÿ’ก

Image EDA kya hai โ€” image datasetsโ€ฆ

๐Ÿ”‘

Basic Stats โ€” dimensions,โ€ฆ

โšก

Pixel Stats โ€” brightness,โ€ฆ

๐ŸŽฏ

Channel Analysis โ€” RGB histograms,โ€ฆ

Topic 2
๐Ÿ’พ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ–ผ๏ธ Image EDA Ka Framework

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”€โ”€โ”€โ”€โ” โ”‚ IMAGE EDA PIPELINEโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ“Š Step 1: Dataset Overview

๐Ÿ—„๏ธ `python import os import numpy as np import matplotlib.pyplot as plt from pathlib importโ€ฆ
Topic 4
โœจ

๐Ÿ“Š Step 2: Pixel Statistics & Channel Analysis

๐Ÿ“ˆ `python ======================================== ๐Ÿ“Š Pixel Statistics โ€” Channel-wiseโ€ฆ
Topic 5
โœจ

๐Ÿ“Š Step 3: Image Quality Checks

๐Ÿ” `python ======================================== ๐Ÿ” Image Quality Checksโ€ฆ
Topic 6
๐Ÿ“‰ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“Š Step 4: Sample Grid Visualization

๐Ÿ“‰ `python ======================================== ๐Ÿ–ผ๏ธ Sample Grid โ€” Images Dekhoโ€ฆ
Topic 7
๐Ÿ”’

๐Ÿ“Š Step 5: Mean Image Per Class

๐Ÿงฎ `python ======================================== ๐Ÿ“Š Mean Image โ€” Average Per Classโ€ฆ
Topic 8
โœจ

๐Ÿ“Š Full Python Class: ImageEDAEngine

๐ŸŒ `python from dataclasses import dataclass, field from typing import Optional import numpyโ€ฆ
Topic 9
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“Š Real-World Image Loading

๐Ÿ“Š `python 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“ Real Project Me Images Kaiseโ€ฆ
Topic 10
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿง  Quiz Time!

๐Ÿ’ก

A) Model train karna

๐Ÿ”‘

B) Dataset overview โ€” dimensions,โ€ฆ

โšก

C) Augmentation

๐ŸŽฏ

D) Transfer learning

Topic 11
โœจ

๐Ÿ“Œ Key Takeaways

๐Ÿ—„๏ธ | Concept | Yaad Rakho | |---------|------------| | Overview | Count, dimensions,โ€ฆ
Topic 12
๐Ÿ“ˆ

โฌ…๏ธ [38-EDA-Text-Data](38-EDA-Text-Data.md) | โžก๏ธ [40-EDA-Case-Study](40-EDA-Case-Study.md)

๐Ÿ“ˆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ–ผ๏ธ EDA for Image Data โ€” Image Data Ko Samjho ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ–ผ๏ธ EDA for Image Data โ€” Image Data Ko Samjho Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

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