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📈 Topic 52: Time Series Forecasting — Future Predict Karo!

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Overview

📈 Topic 52: Time Series Forecasting — Future Predict Karo! — Quick Facts

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Method: Type

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📐 ARIMA: Statistical

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❄️ SARIMA: Statistical

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📈 Exp Smoothing: Statistical

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📚 ` ╔═══════════════════════════════════════════════════════════════╗ ║ 📈 TIME SERIES…

Topic 2

📌 Forecasting Methods — Evolution

💡 ` 1950s ──────── 1980s ──────── 2010s ──────── 2024+ │ │ │ │ Simple ARIMA Prophet TimeGPT…

Topic 3

1️⃣ ARIMA — AutoRegressive Integrated Moving Average

🎯 ` ARIMA(p, d, q): p = AR order (kitne past values use karne hain) d = Differencing (kitni…

Topic 4

2️⃣ Exponential Smoothing

⭐ ` Exponential Smoothing Family: ┌────────────────────────────────────────────────────┐ │…

Topic 5

3️⃣ Prophet — Meta's Forecasting Tool 🔮

🔑 ` Prophet Architecture: y(t) = g(t) + s(t) + h(t) + ε(t)…

Topic 6

4️⃣ Forecast Evaluation — Metrics

✨ ` ╔══════════════════════════════════════════════════════════╗ ║ FORECASTING METRICS —…

Topic 7

🐍 Full Python Class — ForecastEngine

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ARIMA / SARIMA / Auto-ARIMA

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Exponential Smoothing (SES, Holt,…

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Prophet

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Naive baselines

Topic 8

📊 Forecasting Decision Tree

🚀 ` ┌──────────────────────────────────────────────────────┐ │ 📈 WHICH FORECASTING METHOD…

Topic 9

❓ Quiz Time! (5 MCQs)

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a) 1 feature, 1 sample, 1 output

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b) AR=1, Differencing=1, MA=1 ✅

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c) 1 layer, 1 neuron, 1 epoch

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d) Train, Validate, Test split

Quick Quiz

Quiz — Question 1

📈 Topic 52: Time Series Forecasting — Future Predict Karo! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

📈 Topic 52: Time Series Forecasting — Future Predict Karo! ka '📐 ARIMA' kya hai?

Complete! 🎉

📈 Topic 52: Time Series Forecasting — Future Predict Karo! Complete!

Aliens School · HIEN · Cinematic Knowledge

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