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An Open-Source Machine Learning Framework in Rust.\"\n         src=\"https://raw.githubusercontent.com/blackportal-ai/resources/refs/heads/main/delta/logo/Δ_white_logo.svg\"\n         width=\"55%\"\u003e\n  \u003c/picture\u003e\n\n\u003cbr/\u003e\n\u003cbr/\u003e\n\n![build](https://img.shields.io/github/actions/workflow/status/blackportal-ai/delta/core.yml?branch=master)\n![crates.io](https://img.shields.io/crates/v/deltaml.svg)\n[![documentation](https://img.shields.io/badge/docs-deltaml-blue?logo=rust)](https://docs.rs/deltaml/latest/)\n[![discord badge]](https://discord.gg/g5HtkAzRNG)\n[![x handle]][x badge]\n\u003c/div\u003e\n\n[x badge]: https://twitter.com/intent/follow?screen_name=BlackPortal_AI\n[x handle]: https://img.shields.io/twitter/follow/BlackPortal_AI.svg?style=social\u0026label=Follow\n[discord badge]: https://img.shields.io/discord/1320514043424931861\n\nAn open-source machine learning framework in Rust Δ.\n\n## Why Δ (Delta)?\n\n- **Fast:** Built with Rust, Δ is designed for high performance, making it ideal for compute-intensive machine learning tasks.\n\n- **Usability:** APIs are designed for simplicity, making it easy for beginners to get started while providing advanced customization options for experienced users.\n\n- **Extensibility:** The framework is modular, allowing users to plug in custom layers, optimizers, or preprocessing pipelines tailored to their unique needs.\n\n- **Efficient and Scalable Tools:** It provides highly efficient and scalable tools for machine learning tasks, supporting both small-scale experiments and large-scale production systems.\n\n## Getting Help\n\nAre you having trouble with Delta? We want to help!\n\n[//]: # \"- Read through the documentation on our [docs](https://docs.rs/delta/latest/delta/).\"\n\n- If you’d like to discuss Delta, head over to [Discord](https://discord.gg/g5HtkAzRNG) and join the conversation.\n\n- Check out our [docs](https://blackportal.ai/delta/docs) on our website for guides, tips, and additional resources.\n\n- If you are upgrading, read the release notes to be informed about breaking changes.\n\n- Ask a question we monitor stackoverflow.com for questions tagged with `deltaml`.\n\n- Report bugs with Delta at https://github.com/blackportal-ai/delta/issues.\n\n## Reporting Issues\n\nDelta uses GitHub’s integrated issue tracking system to record bugs and feature requests. If you want to raise an issue, please follow the recommendations below:\n\n- Before you log a bug, please search the issue tracker to see if someone has already reported the problem.\n\n- If the issue doesn’t already exist, create a new issue.\n\n- Please provide as much information as possible with the issue report. We like to know the Delta version, operating system, and Rust version version you’re using.\n\n- If you need to paste code or include a stack trace, use Markdown. ``` escapes before and after your text.\n\n- If possible, try to create a test case or project that replicates the problem and attach it to the issue.\n\n## Contributing\n\nBefore contributing, please read the [contribution](https://github.com/blackportal-ai/delta/blob/master/CONTRIBUTING.md) guide for useful information how to get started with Delta as well as what should be included when submitting a contribution to the project.\n\n## License\n\nThe BSD 3-Clause License.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblackportal-ai%2Fdelta","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblackportal-ai%2Fdelta","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblackportal-ai%2Fdelta/lists"}