---
title: AnomalyMachine-50K Demo
colorFrom: red
colorTo: gray
sdk: gradio
sdk_version: 4.35.0
python_version: "3.10"
app_file: app.py
pinned: true
license: cc-by-4.0
---

# AnomalyMachine-50K Demo

Interactive demo for the AnomalyMachine-50K synthetic industrial machine sound anomaly detection dataset.

## Features

- **Anomaly Detection**: Upload audio or record live to detect anomalies in machine sounds
- **Dataset Exploration**: Browse example spectrograms for each machine type

## Dataset

- **50,000** synthetic audio clips
- **6** machine types (fan, pump, compressor, conveyor_belt, electric_motor, valve)
- **5** anomaly types (bearing_fault, imbalance, cavitation, overheating, obstruction)
- **10 seconds** per clip at **22,050 Hz**

[View Dataset →](https://huggingface.co/datasets/AnomalyMachine-50K)

## License

CC-BY-4.0