sparkastML

This repository houses the machine learning components for the sparkast project.

The primary objective of this project is to enhance the search functionality of sparkast, allowing users to receive real-time answers as they type their queries.

Intention Classification

The model located in the /intention-classify directory is designed to categorize user queries into predefined classes.

We utilize a Convolutional Neural Network (CNN) architecture in conjunction with an Energy-based Model for open-set recognition.

This model is optimized to be lightweight, ensuring it can run on a wide range of devices, including within the browser environment.

For a detailed explanation of how it works, you can refer to this blog post.

Dataset

To support the development of Libre Intelligence, we have made a series of datasets publicly available. You can access them here.