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Skill Topic · Cinematic

✅ Testing a Perceptron — Trained Model Ko Test Karo!

W3Schools AI Tutorial — Hinglish me! Training ke baad — kaise pata chale ke model sahi kaam kar…

Overview
🌟

✅ Testing a Perceptron — Trained Model Ko Test Karo! — Quick Facts

📌

Set: Purpose

🎯

Training Set: Model seekhta hai

Test Set: Model ka evaluation

Topic 1

📌 Testing Kyun Important Hai?

🤖 Training me model training data se seekhta hai. Lekin real question hai: naye, unseen…
Topic 2
🧠 📊 🔬

📊 Data Split — Train / Test

🧠 | Set | Purpose | Typical Size | |-----|---------|-------------| | Training Set | Model…
Topic 3
🔒

🎯 Accuracy — Performance Measure

💡 $$Accuracy = \frac{\text{Correct Predictions}}{\text{Total Predictions}} × 100\%$$…
Topic 4

📊 Confusion Matrix — Detailed Performance

Confusion matrix exactly batata hai model kahan sahi aur kahan galat hai. ` PREDICTED 0…
Topic 5
🎯

📐 Performance Metrics

🎯 1. Accuracy: $$Accuracy = \frac{TP + TN}{TP + TN + FP + FN}$$ 2. Precision — "Jo 1 bola,…
Topic 6
📥 ⚙️ 🔬 💡

💻 Complete Train + Test Pipeline

🔮 `javascript // ============================================= // COMPLETE PERCEPTRON TRAIN…
Topic 7

📊 Overfitting vs Underfitting

🌐 | Status | Training Accuracy | Test Accuracy | Problem |…
Topic 8
📊

🎯 Cross-Validation — Better Testing

📊 Simple split se better: data ko k parts (folds) me divide karo. ` 5-Fold…
Topic 9
📥 ⚙️ 🔬 💡

🧪 Quick Quiz!

🤖 1. Test data training me use karna chahiye? > Answer: NAHI! Test data sirf evaluation ke…
Topic 10
🧠 📊 🔬

📝 Summary

🧠 | Concept | Description | |---------|-------------| | Train/Test Split | Data divide karo…
Comparison

📊 Overfitting vs Underfitting

⚖️

Underfitting: 60%

⚖️

Good Fit ✅: 95%

⚖️

Overfitting: 99%

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 1

✅ Testing a Perceptron — Trained Model Ko Test Karo! ka sabse sahi definition kya hai?

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 2

✅ Testing a Perceptron — Trained Model Ko Test Karo! ka 'Training Set' kya hai?

Complete! 🎉
COMPLETE

✅ Testing a Perceptron — Trained Model Ko Test Karo! Complete!

Aliens School · HIEN · Cinematic Knowledge

✅ Testing a Perceptron — Trained Model Ko Test Karo! Complete

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