MLOps - Hardware considerations and implementation on edge devices

A talk by Muni Vinay Kamisetty
Senior Vice President, Regional Head of Data and BI, Enterprise Intelligence, Lazada

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About this talk

This talk will cover:

  • Importance of hardware in an MLOps implementation
  • Different hardware considerations across various stages of ML and various use cases.
  • Hardware considerations for Cloud, hybrid vs on-premise ML implementation.
  • Infrastructure challenges and best practices while adopting an MLOps framework
  • Implementation of MLOps on edge devices
  • Use cases: Intelligent Drone delivery, Smart traffic monitoring, or augmented reality

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