Skill Topic · Cinematic

🔄 Data Science Lifecycle

📘 Course: Data Science | 📑 Topic #02 | 🏷️ Section 1: Introduction ⬅️ 01-What-Is-Data-Science | ➡️…

Overview

🔄 Data Science Lifecycle — Quick Facts

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📑 Topic #02: 🏷️ Section 1: Introduction

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> ⬅️ [01-What-Is-Data-Science](01-What-Is-Data-Science.md): ➡️ 03-DS-vs-ML-vs-AI

Topic 1

🎯 Is Topic Me Kya Seekhoge?

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Data Science Lifecycle ke har ek…

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CRISP-DM framework (industry…

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Har step me kya tools use hote hain

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Real project example ke saath…

Topic 2

🔄 Data Science Lifecycle — Big Picture

💾 ` ╔══════════════════════════════════════════════════════════════════════╗ ║ 🔄 DATA…

Topic 3

📋 CRISP-DM Framework (Industry Standard)

🗄️ ` ╔═══════════════════════════════════════════════════════════╗ ║ CRISP-DM (Cross…

Topic 4

📐 Step-by-Step Deep Dive

📈 Step 1: 🎯 Business Understanding `…

Topic 5

🏪 Real Project Walkthrough — E-Commerce Churn Prediction

🔍 ` ╔══════════════════════════════════════════════════════════════════════╗ ║ 🏪 REAL…

Topic 6

⏱️ Time Distribution — Where DS Time Goes

📉 ` ╔══════════════════════════════════════════════════════╗ ║ ⏱️ TIME DISTRIBUTION IN DATA…

Topic 7

🆚 DS Lifecycle Frameworks Comparison

Topic 8

🐍 Python Code — DSLifecycleEngine Class

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DS Lifecycle ke har step ko…

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Real project walkthrough

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Best practices aur common pitfalls

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Industry frameworks compare karo

Topic 9

🧠 Key Takeaways

📊 ` ╔═══════════════════════════════════════════════════════════════╗ ║ 📝 YAAD RAKHNE WALI…

Topic 10

❓ MCQ Quiz

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A) Model Building

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B) Deployment

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C) Data Cleaning & Preparation ✅

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D) Business Understanding

Comparison

🆚 DS Lifecycle Frameworks Comparison

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CRISP-DM: 6 phases

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TDSP (Microsoft): 5 phases

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KDD: 9 steps

Quick Quiz

Quiz — Question 1

🔄 Data Science Lifecycle ka sabse sahi definition kya hai?

Complete! 🎉

🔄 Data Science Lifecycle Complete!

Aliens School · HIEN · Cinematic Knowledge

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