📖 Table of Contents¶

📌 What is Label Propagation?
🧠 Why Semi-Supervised?

📂 Data Setup

📥 Load Dataset
🧹 Preprocessing & Partial Labeling

🔗 Graph-Based Learning

🔍 Graph Construction
⚙️ Label Propagation Algorithm
🌐 Label Spreading Variant

📈 Evaluation

📊 Metrics: Accuracy, Confusion Matrix
📉 Performance vs Fully Supervised

📌 Final Summary

❓ FAQ / Notes

🧪 When to Use Label Propagation
⚠️ Pitfalls / Limitations

🧭 Objective¶

📌 What is Label Propagation?¶

🧠 Why Semi-Supervised?¶

Back to the top ___

📂 Data Setup¶

📥 Load Dataset¶

🧹 Preprocessing & Partial Labeling¶

Back to the top ___

🔗 Graph-Based Learning¶

🔍 Graph Construction¶

⚙️ Label Propagation Algorithm¶

🌐 Label Spreading Variant¶

Back to the top ___

📈 Evaluation¶

📊 Metrics: Accuracy, Confusion Matrix¶

📉 Performance vs Fully Supervised¶

Back to the top ___

📌 Final Summary¶

Back to the top ___

❓ FAQ / Notes¶

🧪 When to Use Label Propagation¶

⚠️ Pitfalls / Limitations¶

Back to the top ___