26 min listen
Building Foundational ML Platforms with Kubernetes and Kubeflow with Ali Rodell - #595
FromThe TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
Building Foundational ML Platforms with Kubernetes and Kubeflow with Ali Rodell - #595
FromThe TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
ratings:
Length:
43 minutes
Released:
Oct 17, 2022
Format:
Podcast episode
Description
Today we’re joined by Ali Rodell, a senior director of machine learning engineering at Capital One. In our conversation with Ali, we explore his role as the head of model development platforms at Capital One, including how his 25+ years in software development have shaped his view on building platforms and the evolution of the platforms space over the last 10 years. We discuss the importance of a healthy open source tooling ecosystem, Capital One’s use of various open source capabilites like kubeflow and kubernetes to build out platforms, and some of the challenges that come along with modifying/customizing these tools to work for him and his teams. Finally, we explore the range of user personas that need to be accounted for when making decisions about tooling, supporting things like Jupyter notebooks and other low level tools, and how that can be potentially challenging in a highly regulated environment like the financial industry.
The complete show notes for this episode can be found at twimlai.com/go/595
The complete show notes for this episode can be found at twimlai.com/go/595
Released:
Oct 17, 2022
Format:
Podcast episode
Titles in the series (100)
This Week in ML & AI - 6/24/16: Dueling Neural Networks at ICML, Plus Training a Robotic Housekeeper: This Week in Machine Learning & AI brings you the… by The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)