Skill Topic · Cinematic

⏰ Topic 51: Time Series Analysis — Samay Ka Data Samjho!

⏮️ Previous: 50-Model-Evaluation | ⏭️ Next: 52-Time-Series-Forecasting 📂 Section 7: Advanced DS…

Overview

⏰ Topic 51: Time Series Analysis — Samay Ka Data Samjho! — Quick Facts

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Feature: Regular Data

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📊 Order: Order matter nahi

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🔗 Independence: Rows independent

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📈 Pattern: Static relationships

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📊 ` ╔══════════════════════════════════════════════════════════════╗ ║ ⏰ TIME SERIES…

Topic 2

📌 Time Series Kya Hai?

💾 ` Regular Data vs Time Series Data: Regular Data: Time Series Data:…

Topic 3

📊 Time Series Components

🗄️ ` ╔══════════════════════════════════════════════════════════╗ ║ TIME SERIES = TREND +…

Topic 4

🔬 Stationarity — Sabse Important Concept

📈 ` STATIONARY vs NON-STATIONARY: ✅ Stationary: ❌ Non-Stationary: ┌──────────────────────┐…

Topic 5

🔗 ACF & PACF — Autocorrelation Analysis

🔍 ` ACF (Autocorrelation Function): "Ek observation ka KITNI dooray observation se…

Topic 6

🐍 Full Python Class — TimeSeriesEngine

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Trend, seasonality, residual…

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ADF, KPSS stationarity tests

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ACF, PACF analysis

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Decomposition (additive,…

Topic 7

📊 Time Series Analysis Checklist

🧮 ` ┌──────────────────────────────────────────────────────┐ │ ⏰ TIME SERIES ANALYSIS…

Topic 8

❓ Quiz Time! (5 MCQs)

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a) Data badhta rehta hai

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b) Mean aur variance time ke saath…

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c) Data me koi noise nahi hai

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d) Data sorted hai

Quick Quiz

Quiz — Question 1

⏰ Topic 51: Time Series Analysis — Samay Ka Data Samjho! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

⏰ Topic 51: Time Series Analysis — Samay Ka Data Samjho! ka '📊 Order' kya hai?

Complete! 🎉

⏰ Topic 51: Time Series Analysis — Samay Ka Data Samjho! Complete!

Aliens School · HIEN · Cinematic Knowledge

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