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