---
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](https://huggingface.co/datasets/its-zion-18/Books-tabular-dataset)
- [Classmate’s model](https://huggingface.co/FaiyazAzam/24679-tabular-autolguon-predictor)


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