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  1. Red Hat Enterprise Linux AI
  2. RHELAI-2425

[research] Extend Instructlab for Vision Model Fine-Tuning

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      Feature Overview
      This work is to research novel techniques to bring to InstructLab to add the ability to fine-tune vision models. This feature will enable users to train and customize models for image recognition tasks, expanding the platform's capabilities and user base.

      Goals

      • Enable users to fine-tune vision models within the InstructLab.
      • Expand the InstructLab primary use cases to include image recognition.
      • Leverage existing features such as model training and customization tools.

      Requirements

      • Explore support for popular vision model architectures.
      • Ensure seamless integration with existing InstructLab features and tools.
      • Research standards for vision model fine-tuning and evaluation.

      Background

      InstructLab's current capabilities focus on text-based models. Extending the platform to support vision models will allow it to cater to a broader range of users and applications, including computer vision, object detection, and image classification tasks.

      Done

      • [ ] Support for popular vision model architectures is integrated.
      • [ ] InstructLab's existing features and tools are seamlessly integrated with the new vision model fine-tuning capability.
      • [ ] The new feature extends model fine-tuning and evaluation to vision models.

      Questions to Answer

      How can we ensure the new feature is user-friendly and accessible to non-specialized users while maintaining value for image recognition specialists and researchers?

      Out of Scope

      • Detailed implementation of specific vision model architectures.
      • Integration with external libraries or APIs for advanced vision model training.

      Customer Considerations

      • Ensure the new feature is easy to use and understand for users with varying levels of technical expertise.
      • Provide clear documentation and tutorials on how to fine-tune vision models within InstructLab.

              wcabanba@redhat.com William Caban
              wcabanba@redhat.com William Caban
              Akash Srivastava, Mustafa Eyceoz
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