Skill Topic · Cinematic

🏠 TF Example 2 — House Price Prediction

Aliens School — AI Series #47 W3Schools AI Tutorial se inspired, Hinglish mein! 🚀

Overview

🏠 TF Example 2 — House Price Prediction — Quick Facts

📌

Size (sqm): 50

🎯

Price (lakh): 7

Topic 1

💡 Example Overview

💡

Input (Feature): House Size (sqft)

🔑

Output (Label): House Price

⚡

Goal: Size deke Price predict karo!

Topic 2

📋 Same 4 Steps (Example 1 Jaisa!)

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

Topic 3

📊 Data — House Prices vs Size

🎯 `javascript // Training Data const prices = [7, 8, 8, 9, 9, 9, 10, 11, 14, 14, 15]; const…

Topic 4

🔨 Data Preparation

⭐ Shuffle + Tensorify + Normalize `javascript // 1. Shuffle (same as Example 1)…

Topic 5

🏗️ Model Building

🔑 `javascript // Sequential Model const model = tf.sequential(); // Input layer…

Topic 6

🏋️ Training

✨ `javascript // Train with 500 epochs await model.fit(nmInputs, nmLabels, { epochs: 500,…

Topic 7

🔮 Prediction

🌟 `javascript // Predict price for a house of 160 sqm const newSize = 160; // Normalize…

Topic 8

🔄 Example 1 vs Example 2

🚀 | Aspect | Example 1 (Cars) | Example 2 (Houses) |…

Topic 9

❓ Quiz

💡

a) Price

🔑

b) House Size ✅

⚡

c) Number of rooms

🎯

a) Data

Topic 10

📝 Summary

💡 | Concept | Detail | |---------|--------| | Example 2 | House Price prediction | | Input…

Comparison

🔄 Example 1 vs Example 2

⚖️

Input: Horsepower

⚖️

Output: MPG

⚖️

Relationship: HP ↑ = MPG ↓

Quick Quiz

Quiz — Question 1

🏠 TF Example 2 — House Price Prediction ka sabse sahi definition kya hai?

Complete! 🎉

🏠 TF Example 2 — House Price Prediction Complete!

Aliens School · HIEN · Cinematic Knowledge

✅