Python Status: Pending Migration

📖 Table of Contents¶

🧭 Objective

  • 📌 What is Pseudo Labeling?
  • 🧠 Why Use It?

📂 Data Setup

  • 📥 Load Dataset
  • 🧹 Preprocessing & Split

🔁 Pseudo Labeling Loop

  • ⚙️ Train on Labeled Data
  • 🔮 Predict on Unlabeled Data
  • 🏷️ Add High-Confidence Predictions
  • 🔁 Retrain with Mixed Dataset

📈 Evaluation

  • 📊 Metrics on Validation Set
  • 🔀 Compare with Supervised Only

📌 Final Summary

❓ FAQ / Notes

  • 📏 When to Use Pseudo Labeling
  • ⚠️ Pitfalls / Confidence Thresholds

🧭 Objective¶

📌 What is Pseudo Labeling?¶

🧠 Why Use It?¶

Back to the top ___

📂 Data Setup¶

📥 Load Dataset¶

🧹 Preprocessing & Split¶

Back to the top ___

🔁 Pseudo Labeling Loop¶

⚙️ Train on Labeled Data¶

🔮 Predict on Unlabeled Data¶

🏷️ Add High-Confidence Predictions¶

🔁 Retrain with Mixed Dataset¶

Back to the top ___

📈 Evaluation¶

📊 Metrics on Validation Set¶

🔀 Compare with Supervised Only¶

Back to the top ___

📌 Final Summary¶

Back to the top ___

❓ FAQ / Notes¶

📏 When to Use Pseudo Labeling¶

⚠️ Pitfalls / Confidence Thresholds¶

Back to the top ___