Pipeline Conversations

Practical MLOps with Noah Gift

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Noah Gift is the founder of Pragmatic A.I. Labs and author of 'Practical MLOps'. We discuss the role of MLOps in an organisation, some deployment war stories from his career as well as what he considers to be 'best practices' in production machine learning.

Read the summary blogpost on the ZenML blog.

Special Guest: Noah Gift.

Links:

  • Noah Gift
  • Pragmatic AI Labs | Pragmatic AI Labs and Solutions
  • Practical MLOps [Book]
  • Pragmatic AI Labs - YouTube
  • noahgift (Noah Gift)
  • The Black Swan: Second Edition: The Impact of the Highly Improbable: With a new section: "On Robustness and Fragility" (Incerto): Taleb, Nassim Nicholas: 8601404990557: Amazon.com: Books
  • Why the iBuying algorithms failed Zillow, and what it says about the business world’s love affair with AI - GeekWire
  • Jenkins
  • Amazon.com: Leonardo da Vinci eBook : Isaacson, Walter: Kindle Store
  • Helicopter by Leonardo da Vinci
  • Amazon SageMaker – Machine Learning – Amazon Web Services
  • Beware the data science pin factory: The power of the full-stack data science generalist and the perils of division of labor through function | Stitch Fix Technology – Multithreaded
  • Amazon Mechanical Turk
  • DevOps - Wikipedia
  • What is AutoML? | IBM
  • Kubernetes
  • Open Source MLOps Orchestration | MLRun
  • Amazon EFS
  • Amazon FSx | Feature-Rich & Highly-Performant File Systems | Amazon Web Services
  • Cloud Computing Services | Microsoft Azure
  • Azure ML Studio
  • Serverless Computing - AWS Lambda - Amazon Web Services
  • Google Cloud Platform - Getting Started
    • ...more
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