README.md

metadata

title: Book Genre Predictor
emoji: 📚
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 4.31.5
app_file: app.py
pinned: false

Predict Book Genre from Physical Features — AutoGluon + Gradio

This Space wraps a class-trained AutoGluon TabularPredictor with a Gradio UI.

Dataset

• Zion's Book tabular dataset (Hugging Face: its-zion-18/Books-tabular-dataset)
• Features: Height, Width, Depth, Page Count
• Target: Genre (5 classes)

Training

• Framework: AutoGluon Tabular
• Preset: best_quality
• Time Limit: 300 seconds
• Best model: WeightedEnsemble_L2
• Evaluation: Accuracy 1.0, Weighted F1 1.0 (on original split)

Limitations

• Very small dataset (30 eval samples)
• Augmented synthetic data may not generalize well

References

• Original dataset
• Classmate’s model

Usage

Adjust the sliders and number field to input book dimensions and page count. The app will output predicted genre probabilities.