Marvin AI - machine learning models
summary
Marvin AI is an open-source platform used at B2W Digital to productionize machine learning projects like dynamic pricing and fraud detection. It combines tools, libraries, an embedded server exposing microservices for serving and managing models, and a design pattern called DASFE to simplify building new ML engines; the talk covers the platform’s main features and the architectural decisions made to support ML at scale.
AI-written summary · about
chapters (6)
- 0:00Introduction
- 2:03ML project problems
- 12:48What is Marvin AI
- 27:13Marvin architecture
- 34:56Product classification demo
- 50:25Conclusion
related talks
49mMarvin Platform – Empowering Machine Learning Teams
20mAccelerating innovation using tiered AI Architecture
24mMachine Intelligence gets real
17mKeynote: Machine Learning & A.I. At Uber
01h 14mAI of Things
31mUse-Case Driven ML Platforms
37mOn Building Production-Quality AI Systems
34mLFN AI Taskforce: Platform-Driven Fede...