talk-data.com talk-data.com

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Jenkins

ci_cd automation devops software_development

2

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Activity Trend

2 peak/qtr
2020-Q1 2026-Q1

Activities

2 activities · Newest first

Enabling Sleep Science Research With Databricks and Delta Sharing

Leveraging Databricks as a platform, we facilitate the sharing of anonymized datasets across various Databricks workspaces and accounts, spanning multiple cloud environments such as AWS, Azure, and Google Cloud. This capability, powered by Delta Sharing, extends both within and outside Sleep Number, enabling accelerated insights while ensuring compliance with data security and privacy standards. In this session, we will showcase our architecture and implementation strategy for data sharing, highlighting the use of Databricks’ Unity Catalog and Delta Sharing, along with integration with platforms like Jira, Jenkins, and Terraform to streamline project management and system orchestration.

Automating Model Lifecycle Orchestration with Jenkins

A key part of the lifecycle involves bringing a model to production. In regular software systems, this is accomplished via a CI/CD pipeline such as one built with Jenkins. However, integrating Jenkins into a typical DS/ML workflow is not straightforward for X, Y, Z reasons. In this hands-on talk, I will talk about what Jenkins and CI/CD practices can bring to your ML workflows, demonstrate a few of these workflows, and share some best practices on how a bit of Jenkins can level up your MLOps processes.

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