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# sparkastML
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This repository contains the machine learning components for the [sparkast](https://github.com/alikia2x/sparkast) project.
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This repository houses the machine learning components for the [sparkast](https://github.com/alikia2x/sparkast) project.
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The primary goal of this lab is to enhance the search functionality of sparkast, enabling users to receive real-time answers as they type their queries.
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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.
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## Intention Classification
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The model located in the `/intention-classify` directory is designed to categorize user queries into predefined classes.
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We employ a Convolutional Neural Network (CNN) architecture combined with an Energy-based Model for open-set recognition.
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We utilize a Convolutional Neural Network (CNN) architecture in conjunction with an Energy-based Model for open-set recognition.
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This model is optimized to be lightweight, ensuring it can run on a wide range of devices, including within the browser environment.
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A detailed explain of how it works could be found in [this blog post](https://blog.alikia2x.com/en/posts/sparkastml-intention/).
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For a detailed explanation of how it works, you can refer to [this blog post](https://blog.alikia2x.com/en/posts/sparkastml-intention/).
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## Dataset
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To support the development of Libre Intelligence, we have made a series of datasets publicly available. You can access them [here](./dataset/public/README.md).
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# sparkastML Datasets
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Here are the datasets published by sparkastML project.
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This repository contains datasets published by the sparkastML project.
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## Translation ZH-EN
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High-quality, fresh synthetic data containing over 100,000 sentences of Chinese-English parallel corpora.
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This dataset features high-quality, fresh synthetic data comprising over 100,000 sentences of Chinese-English parallel corpora.
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Version: 1
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Last Update: 2024/09/16
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### Details
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[Google Drive](https://drive.google.com/drive/folders/1_ADblZcB5p9BUvawkYDmp1qIUDZgkkoe?usp=sharing)
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[IPFS](https://ipfs.a2x.pub/ipfs/QmYz4ew4nSzPc6TZvoWk6jXpGN82qt3J46nwfb75N2YKc4/)
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- **Version:** 1
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- **Last Update:** 2024/09/16
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### Download Links
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- **Google Drive:** [Download from Google Drive](https://drive.google.com/drive/folders/1_ADblZcB5p9BUvawkYDmp1qIUDZgkkoe?usp=sharing)
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- **IPFS:** [Download from IPFS](https://ipfs.a2x.pub/ipfs/QmYz4ew4nSzPc6TZvoWk6jXpGN82qt3J46nwfb75N2YKc4/)
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