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๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG)

Aliens School โ€” AI Series #43 W3Schools AI Tutorial se inspired, Hinglish mein! ๐Ÿš€

Overview
๐ŸŒŸ

๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG) โ€” Quick Facts

๐Ÿ“Œ

Part: Topic

๐ŸŽฏ

Data: Fetch, Clean, Plot

โšก

Model: Shuffle, Normalize, Build

๐Ÿ”‘

Training: Fit, Test, Predict

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก Example Overview

๐Ÿ’ก

Input (Feature): Horsepower

๐Ÿ”‘

Output (Label): Miles per Gallonโ€ฆ

โšก

Goal: Horsepower deke MPG predictโ€ฆ

Topic 2
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“‹ 4 Important Steps

๐Ÿ’พ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ Collect โ”‚ โ†’ โ”‚ Prepare โ”‚ โ†’ โ”‚ Trainโ€ฆ
Topic 3
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“ฆ Data Source

๐Ÿ—„๏ธ Data ek JSON file hai with car objects: `json { "Name": "chevrolet chevelle malibu",โ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿงน Data Cleaning

๐Ÿ“ˆ Step 1: Sirf Required Data Extract Karo `javascript function extractData(obj) { returnโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š Plotting Data with tfjs-vis

๐Ÿ” `javascript function tfPlot(values, surface) { tfvis.render.scatterplot(surface, {values:โ€ฆ
Topic 6
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ”— Next Steps

๐Ÿ“‰ Is example ke detail 3 parts mein hain: | Part | Topic | File | |------|-------|------| |โ€ฆ
Topic 7
๐Ÿ”’

๐Ÿ“Š Graphics (tfjs-vis)

๐Ÿ’ก

Scatter plots โ€” data points dikhana

๐Ÿ”‘

Line charts โ€” loss reductionโ€ฆ

โšก

In-browser rendering โ€” koi serverโ€ฆ

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG) ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG) ka 'Data' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG) Complete!

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๐Ÿš— TF Example 1 โ€” Car Data (Horsepower vs MPG) Complete

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