Agentic Conversations (formally mlops.community)
Agentic Conversations (formally mlops.community)
Demetrios
Racing the Playhead: Real-time Model Inference in a Video Streaming Environment // Brannon Dorsey // Coffee Sessions #98
58 minutes Posted May 12, 2022 at 9:19 am.
] Introduction to Brannon Dorsey
] Takeaways
] Runway ML
] Replacement for Imovie?
] Machine Learning use cases of Runway ML
] Journey of starting as a model zoo to video editor
] Rotoscoping  
] Intensity of ML models in Runway ML and engineering challenges
] Deriving requirements
] Runway's model perspective
] Why browser hosting?
] Abstracting away hardware
] Kubernetes is your friend
] Statelessness is your friend
] Merge to master quickly
] Brannon's winding history becoming an engineer
] How much do you use Runway?
] Last book read
] Last bug smashed
] MLOps marketing that made eyes rolling
] Bullish on technology that might surprise people
] Spot by netapp
] Implementing Spot by netapp
] How do you want to be remembered?
] Wrap up
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58:04
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Show notes
MLOps Coffee Sessions #98 with Brannon Dorsey, Racing the Playhead: Real-time Model Inference in a Video Streaming Environment co-hosted by Vishnu Rachakonda.
// Abstract
Runway ML is doing an incredibly cool workaround applying machine learning to video editing. Brannon is a software engineer there and he’s here to tell us all about machine learning in video and how Runway maintains their machine learning infrastructure.
// Bio
Brannon Dorsey is an early employee at Runway, where he leads the Backend team. His team keeps infrastructure and high-performance models running at scale and helps to enable a quick iteration cycle between the research and product teams.
Before joining Runway, Brannon worked on the Security Team at Linode. Brannon is also a practicing artist who uses software to explore ideas of digital literacy, agency, and complex systems.
// MLOps Jobs board  
https://mlops.pallet.xyz/jobs
// Related Links
Website: https://brannon.online
Blog: https://runwayml.com/blog/distributing-work-adventures-queuing-and-autoscaling/
--------------- ✌️Connect With Us ✌️ -------------
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Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Vishnu on LinkedIn: https://www.linkedin.com/in/vrachakonda/
Connect with Brannon on LinkedIn: https://www.linkedin.com/in/brannon-dorsey-79b0498a/
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