Practical Enterprise JupyterHub Deployment and MLOps with PrimeHub

Language

Chinese talk w. English slides

Category

ML

Python Level

Intermediate

Abstract

Jupyter has become a critical component of the machine learning life cycle.However, scaled enterprise deployments and making the Data Science Experience frictionless remain challenging.
We address a few common issues with PrimeHub, an open-source enterprise offering based on JupyterHub, and investigate MLOps trends adjacent to the Jupyter ecosystem.

Chia-liang Kao

clkao (Chia-liang Kao) has been an open source software developer since 2000. He believes that good collaboration model and tools drive innovation.

In 2013, he created SVK, a distributed version control system that helps developers collaborate. He co-founded the g0v.tw community in 2012, advocating information transparency and digital-activism through open source model. g0v.tw was awarded as "Digital Communities: Award of Distinction" by Prix Ars Electronica 2018.

He started InfuseAI in 2018 to enable data scientists to thrive, and to help wider adoption of AI across industries.