Training Video Models at Scale with Adobe Firefly

Training Video Models at Scale with Adobe Firefly

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18:59 – Performance Optimizations and Load Balancing

10 of 11

10 of 11

18:59 – Performance Optimizations and Load Balancing

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Classroom Contents

Training Video Models at Scale with Adobe Firefly

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  1. 1 0:00 – Introduction to Adobe Firefly Video GenAI
  2. 2 1:19 – Goals, Constraints, and Architectural Decisions
  3. 3 3:24 – Model Design: Diffusion Transformers & VAE Challenges
  4. 4 6:35 – Input Modalities and Premiere Pro Use Cases
  5. 5 8:40 – Training Curriculum and Responsible Data Strategy
  6. 6 11:01 – Scaling Challenges and Infrastructure Optimization
  7. 7 12:56 – Mixed Precision Training and Platform Monitoring
  8. 8 13:39 – Debugging Media Models: Confetti Bugs & Blinking People
  9. 9 16:21 – Inference Pipeline, Safety, and Deployment
  10. 10 18:59 – Performance Optimizations and Load Balancing
  11. 11 19:45 – Final Takeaways: Differentiation, Evaluation, and Vision

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