Aslam-o-Alaikum futuristic data scientists! 🌍💻 Aaj hum desi tareeqay se EDA ke khoobsoorat duniya mein ghoomenge. Aaiye shuru karte hain! 🌟🚀
Exploratory Data Anlaysis aik important task hy jis per saray AI depend karti hy.
1. Data Collection 📚
Gathering Data:
Data collect karna jaise hum bazaar se sabziyan lete hain. Kuch data toh APIs aur CSV files se milta hai.
Desi Tarka: Jaise sabziyan taaza honi chahiye, waise hi data bhi fresh aur relevant hona chahiye!
Understanding the Data Source:
Data kahan se aya, yeh samajhna zaroori hai, jaise aap apni dadi se purani kahaniyan sunte hain.
Desi Tarka: Dadi ki kahaniyon mein hamesha ek seekh hoti hai, waise hi data source ko samajhne se insight milti hai!
2. Data Cleaning 🧹
Handling Missing Data:
Data mein kabhi kabhi kuch values missing hoti hain, unko sahi se handle karna important hota hai.
Desi Tarka: Jaise pakode mein namak kam ho jaye toh swaad nahi aata, waise hi missing data ko fill karna padta hai!
Removing Duplicates:
Duplicate values ko hatana padta hai, warna problem hoti hai.
Desi Tarka: Jaise duplicate samaan ko alag karna padta hai, waise hi duplicate data ko bhi!
Data Type Conversion:
Columns ko suitable data types mein convert karna padta hai.
Desi Tarka: Jaise aaloo ko katakar fry karte hain, waise hi data types ko convert karte hain!
3. Data Wrangling 🤹
Subsetting and Filtering:
Data ko chhan kar relevant parts ko select karna padta hai.
Desi Tarka: Jaise chaai mein se pattiyan chhan lete hain, waise hi data se unnecessary parts ko chhan lete hain!
Transforming Variables:
Maujooda variables ko transform karke naye variables banate hain.
Desi Tarka: Jaise aata goondh kar roti banate hain, waise hi variables ko transform karte hain!
Reshaping Data:
Data ko zaroorat ke mutaabiq reformat karna padta hai.
Desi Tarka: Jaise roti ko bel kar gol karte hain, waise hi data ko reshape karte hain!
4. Data Visualization 🎨
Univariate to Multivariate Visualization:
Ek se zyada variables ko plot karna, taake unke distributions aur relationships ko samajh sakein.
Desi Tarka: Jaise mithaiyon ki variety dekh kar choose karte hain, waise hi variables ko dekh kar insights nikalte hain!
5. Descriptive Statistics 📊
Central Tendency & Spread of Data:
Data ki central values aur spread ko samajhna padta hai.
Desi Tarka: Jaise biryani mein masala evenly spread hota hai, waise hi data spread ko check karte hain!
Correlation Analysis:
Variables ke beech ke relationships ko analyze karna padta hai.
Desi Tarka: Jaise chai aur biscuit ek saath achha lagta hai, waise hi correlations check karte hain!
6. Dimensionality Reduction 🔍
Feature Engineering & Selection:
Maujooda features se naye features create karte hain aur relevant ones ko select karte hain.
Desi Tarka: Jaise masalon se khana tasty banta hai, waise hi features se data analysis mein maza aata hai!
7. Hypothesis Testing 🧪
Formulating & Testing Hypothesis:
Clear aur testable hypothesis banate hain aur unko test karte hain.
Desi Tarka: Jaise pani puri mein paani test karte hain, waise hi hypothesis test karte hain!
8. Pattern and Anomaly Detection 🔎
Identifying Patterns:
Data mein patterns aur trends dhundhna.
Desi Tarka: Jaise mehendi lagate waqt patterns bana lete hain, waise hi data patterns find karte hain!
9. Modeling 🏗️
Building Models & Validation:
Problem ke hisaab se suitable models build karte hain.
Desi Tarka: Jaise khud ko sheeshe mein dekh kar tayyar hote hain, waise hi models ko validate karte hain!
10. Report and Documentation 📝
Documentation & Reporting:
Findings aur methodologies ko properly document karte hain.
Desi Tarka: Jaise kahaniyan likh kar yaad rakhne mein asani hoti hai, waise hi documentation helps in remembering the process!
🚀 Conclusion & Call to Action 🚀
Ab jab aapko EDA ke steps aur desi tarkay pata chal gaye hain, toh kyun na aap bhi isko apne projects par implement karein? 🌟🔍 Explore, discuss aur implement karein aur duniya ko dikhayein apni data science ki skills!
💬 Let’s Discuss! 💬
Aapke thoughts aur experiences humein comments section mein share karein! Mil kar data science ke duniya ko aur bhi mazedaar banayein! 🤝
🔗 Share & Connect! 🔗
Agar aapko yeh guide pasand aaya toh share zaroor karein, aur connect karein! Khush raho, aur data ke saath masti karte raho! 🌟💻