Entreprise MLOps Patterns and Common Pitfalls

Name: Entreprise%20MLOps%20Patterns%20and%20Common%20Pitfalls
Uploaded: 2023-05-19T08:32:14.071Z

Posted May 19, 2023 | Views 538

# MLOps Patterns

# Common Pitfalls

# AWS

Joao Moura

AI Specialist Solutions Architect @ AWS

João Moura is an AI/ML Specialist Solutions Architect at AWS, based in Spain. He helps customers with deep learning model training and inference optimization, and more broadly building large-scale ML platforms on AWS. He is also an active proponent of ML-specialized hardware and low-code ML solutions.

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SUMMARY

Drawing from his expertise, Joao emphasizes the significance of accessible data, standardized processes, and streamlined implementation in the MLOps landscape. He highlights the crucial roles and responsibilities of various team members involved, including data scientists and MLOps engineers, stressing the need for collaboration and cohesive efforts.

Throughout the presentation, Joao addresses common challenges faced by organizations, such as the intricate nature of reversing production deployments and the absence of clearly defined responsibilities within organizational structures. By exploring these hurdles, he equips the audience with valuable insights to overcome obstacles and optimize MLOps practices.

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