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  • Surya Science: Hands-on Workshop

Workshop Content:

  • Workshop Overview Videos
  • Getting Started
  • Workshop Sessions Walkthrough
    • Anatomy of a Downstream Application, Dataloaders, and Baselines
    • Finetuning Architecture and Finetuning
    • Validation
    • Lightning Presentations
  • Creating Your Own Downstream Application
    • PyTorch dataset template
    • PyTorch Lightning baseline template
    • PyTorch Lightning fine-tuning template
    • PyTorch Lightning fine-tuning template (script)

Project Information:

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  • License
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  • .rst

Workshop Sessions Walkthrough

Workshop Sessions Walkthrough#

The following sessions are covered:

  • Anatomy of a Downstream Application, Dataloaders, and Baselines
    • Lecture Aim
    • Content Coverage
    • Tutorial and Script References
    • Training Objectives
    • Slides and Resources
  • Finetuning Architecture and Finetuning
    • Lecture Aim
    • Content Coverage
    • Tutorial and Script References
    • Training Objectives
    • Slides and Resources
  • Validation
    • Lecture Aim
    • Content Coverage
    • Tutorial and Script References
    • Training Objectives
    • Slides and Resources
  • Lightning Presentations
    • High Level Overview
    • Key Concepts and Team Results
    • Tutorial and Script References
    • Slides and Resources

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Getting Started

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Anatomy of a Downstream Application, Dataloaders, and Baselines

By Andrés Muñoz-Jaramillo, Russell Spiewak, Mike Heyns

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