World Model · podcast knowledge graph

Delivering AI Systems in Highly Regulated Environments with Miriam Friedel - #653

2023-10-30 · 44 min · episode 653 · 16 entities

episode page audio

Asserted relationships

  • 0.68
    evidence rules-v4
    Delivering AI Systems in Highly Regulated Environments with Miriam Friedel - #653
  • → hosted by Sam Charrington person
    0.55
    evidence rules-v4
    Feed author/publisher: Sam Charrington
  • → works at ML company
    0.50
    evidence rules-v4
    director of ML
  • → works at ML company
    0.50
    evidence rules-v4
    director of ML
  • → discusses Science concept
    0.40
    evidence rules-v4
    Feed category: Science
  • → discusses Technology company
    0.40
    evidence rules-v4
    Feed category: Technology
  • → discusses News concept
    0.40
    evidence rules-v4
    Feed category: News
  • → discusses Tech News concept
    0.40
    evidence rules-v4
    Feed category: Tech News
  • → hosted by TWIML company
    0.40
    evidence rules-v4
    Feed author/publisher: TWIML

Entities found in this episode

companys 7

  • mentioned TWIML company
    0.70
    evidence rules-v4
    Feed author/publisher: TWIML
  • mentioned ML company
    0.62
    evidence rules-v4
    director of ML
  • mentioned Technology company
    0.50
    evidence rules-v4
    Feed category: Technology
  • works at ML company
    0.50
    evidence rules-v4
    director of ML
  • works at ML company
    0.50
    evidence rules-v4
    director of ML
  • discusses Technology company
    0.40
    evidence rules-v4
    Feed category: Technology
  • hosted by TWIML company
    0.40
    evidence rules-v4
    Feed author/publisher: TWIML

concepts 5

  • mentioned Science concept
    0.50
    evidence rules-v4
    Feed category: Science
  • mentioned Tech News concept
    0.50
    evidence rules-v4
    Feed category: Tech News
  • discusses Science concept
    0.40
    evidence rules-v4
    Feed category: Science
  • discusses News concept
    0.40
    evidence rules-v4
    Feed category: News
  • discusses Tech News concept
    0.40
    evidence rules-v4
    Feed category: Tech News

persons 3

  • mentioned Miriam Friedel person
    0.72
    evidence rules-v4
    Delivering AI Systems in Highly Regulated Environments with Miriam Friedel - #653
  • mentioned Sam Charrington person
    0.70
    evidence rules-v4
    Feed author/publisher: Sam Charrington
  • hosted by Sam Charrington person
    0.55
    evidence rules-v4
    Feed author/publisher: Sam Charrington

podcasts 1

Episode description as stored
Today we’re joined by Miriam Friedel, senior director of ML engineering at Capital One. In our conversation with Miriam, we discuss some of the challenges faced when delivering machine learning tools and systems in highly regulated enterprise environments, and some of the practices her teams have adopted to help them operate with greater speed and agility. We also explore how to create a culture of collaboration, the value of standardized tooling and processes, leveraging open-source, and incentivizing model reuse. Miriam also shares her thoughts on building a ‘unicorn’ team, and what this means for the team she’s built at Capital One, as well as her take on build vs. buy decisions for MLOps, and the future of MLOps and enterprise AI more broadly. Throughout, Miriam shares examples of these ideas at work in some of the tools their team has built, such as Rubicon, an open source experiment management tool, and Kubeflow pipeline components that enable Capital One data scientists to efficiently leverage and scale models.  The complete show notes for this episode can be found at twimlai.com/go/653.