Skill Topic · Cinematic

⚡ Perceptrons — Sabse Simple Neural Network!

W3Schools AI Tutorial — Hinglish me! Perceptron = 1 single neuron. Neural Network ki building block.

Overview

⚡ Perceptrons — Sabse Simple Neural Network! — Quick Facts

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Input: Weight

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x₁ = Feature 1: w₁ = Importance

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x₂ = Feature 2: w₂ = Importance

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b = Bias: -

Topic 1

📌 Perceptron Kya Hai?

🌐 Perceptron ek single neuron hai — sabse simple neural network. Frank Rosenblatt ne 1957…

Topic 2

🎯 Perceptron Ka Formula

📡 $$z = \sum_{i=1}^{n} w_i x_i + b$$ $$ŷ = \begin{cases} 1 & \text{if } z \geq 0 \\ 0 &…

Topic 3

💻 JavaScript Me Perceptron

🔗 Basic Perceptron: `javascript // Perceptron Class class Perceptron {…

Topic 4

🔵 AND Gate — Perceptron Se

🛜 AND gate: Dono inputs 1 ho tabhi output 1. | x₁ | x₂ | AND (target) |…

Topic 5

🟢 OR Gate — Perceptron Se

⚡ OR gate: Koi bhi input 1 ho to output 1. | x₁ | x₂ | OR (target) |…

Topic 6

❌ XOR Problem — Perceptron Ki Limitation!

🔧 XOR gate: Inputs different ho to 1. | x₁ | x₂ | XOR (target) | |----|-----|-------------|…

Topic 7

🏋️ Perceptron Learning Algorithm

💻 Algorithm Steps: ` 1. Initialize: Random weights + bias 2. For each training sample: a.…

Topic 8

📊 Real-World Example: Student Pass/Fail Predictor

🏗️ `javascript // Student Pass/Fail Predictor let predictor = new Perceptron(3); // 3…

Topic 9

📐 Decision Boundary

🌐 Perceptron ek straight line (2D), plane (3D), ya hyperplane (nD) draw karta hai jo data…

Topic 10

⚡ Perceptron vs Neural Network

📡 | Feature | Perceptron | Neural Network | |---------|-----------|---------------| |…

Topic 11

🧪 Quick Quiz!

🔗 1. Perceptron kya hai? > Answer: Ek single neuron — sabse simple neural network ✅ 2.…

Topic 12

📝 Summary

🛜 | Concept | Description | |---------|-------------| | Perceptron | Single neuron,…

Comparison

⚡ Perceptron vs Neural Network

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Layers: 1 (single neuron)

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Activation: Step function

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Problem type: Linearly separable

Quick Quiz

Quiz — Question 1

⚡ Perceptrons — Sabse Simple Neural Network! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

⚡ Perceptrons — Sabse Simple Neural Network! ka 'x₁ = Feature 1' kya hai?

Complete! 🎉

⚡ Perceptrons — Sabse Simple Neural Network! Complete!

Aliens School · HIEN · Cinematic Knowledge

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