Skill Topic · Cinematic

🚗 TF Example 1 — Car Data (Horsepower vs MPG)

Aliens School — AI Series #43 W3Schools AI Tutorial se inspired, Hinglish mein! 🚀

Overview

🚗 TF Example 1 — Car Data (Horsepower vs MPG) — Quick Facts

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Part: Topic

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Data: Fetch, Clean, Plot

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Model: Shuffle, Normalize, Build

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Training: Fit, Test, Predict

Topic 1

💡 Example Overview

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Input (Feature): Horsepower

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Output (Label): Miles per Gallon…

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Goal: Horsepower deke MPG predict…

Topic 2

📋 4 Important Steps

💾 ` ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │ Collect │ → │ Prepare │ → │ Train…

Topic 3

📦 Data Source

🗄️ Data ek JSON file hai with car objects: `json { "Name": "chevrolet chevelle malibu",…

Topic 4

🧹 Data Cleaning

📈 Step 1: Sirf Required Data Extract Karo `javascript function extractData(obj) { return…

Topic 5

📊 Plotting Data with tfjs-vis

🔍 `javascript function tfPlot(values, surface) { tfvis.render.scatterplot(surface, {values:…

Topic 6

🔗 Next Steps

📉 Is example ke detail 3 parts mein hain: | Part | Topic | File | |------|-------|------| |…

Topic 7

📊 Graphics (tfjs-vis)

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Scatter plots — data points dikhana

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Line charts — loss reduction…

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In-browser rendering — koi server…

Quick Quiz

Quiz — Question 1

🚗 TF Example 1 — Car Data (Horsepower vs MPG) ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🚗 TF Example 1 — Car Data (Horsepower vs MPG) ka 'Data' kya hai?

Complete! 🎉

🚗 TF Example 1 — Car Data (Horsepower vs MPG) Complete!

Aliens School · HIEN · Cinematic Knowledge

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