Skill Topic · Cinematic

🏗️ TensorFlow Models — Layers, Compile & Train

Aliens School — AI Series #41 W3Schools AI Tutorial se inspired, Hinglish mein! 🚀

Overview

🏗️ TensorFlow Models — Layers, Compile & Train — Quick Facts

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Parameter: Meaning

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units: 1: 1 output neuron

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inputShape: [1]: 1 input value (1D)

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dense: Har node har previous node se…

Topic 1

💡 TensorFlow Model Kya Hai?

🤖 TF Model = ek Neural Network jismein ek ya zyada Layers hote hain. `…

Topic 2

📋 TensorFlow Project Workflow

🧠 ` ┌──────────┐ ┌──────────┐ ┌──────────┐ │ Collect │ → │ Create │ → │ Add │ │ Data │ │…

Topic 3

📦 Step 1: Collecting Data

💡 Ek simple example: Y = 1.2X + 5 function seekhana hai model ko. `javascript // Create…

Topic 4

🔨 Step 2: Creating a Model

⚡ javascript // Sequential Model create karo const model = tf.sequential(); `…

Topic 5

➕ Step 3: Adding Layers

🎯 `javascript // Dense Layer add karo model.add(tf.layers.dense({units: 1, inputShape:…

Topic 6

⚙️ Step 4: Compiling the Model

🔮 javascript model.compile({ loss: 'meanSquaredError', optimizer: 'sgd' }); | Parameter…

Topic 7

🏋️ Step 5: Training the Model

🌐 `javascript // Train with 500 epochs (iterations) model.fit(xs, ys, {epochs:…

Topic 8

🔮 Step 6: Using the Model (Prediction)

📊 `javascript function myFunction() { const xMax = 10; const xArr = []; const yArr = [];…

Topic 9

💻 Complete Code Example

🤖 `html <script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs"></script> <script> //…

Topic 10

❓ Quick Quiz

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a) Parallel mein

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b) Chain mein — output → next…

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c) Random order

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a) Data aur layers

Topic 11

📝 Summary

💡 | Step | Code | Purpose | |------|------|---------| | Data | tf.tensor() | Training data…

Quick Quiz

Quiz — Question 1

🏗️ TensorFlow Models — Layers, Compile & Train ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🏗️ TensorFlow Models — Layers, Compile & Train ka 'units: 1' kya hai?

Complete! 🎉

🏗️ TensorFlow Models — Layers, Compile & Train Complete!

Aliens School · HIEN · Cinematic Knowledge

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