SciCLOps：机器学习的 Databricks 快速入门由 DAB 提供支持.pdf

1、2024 Databricks Inc.All rights reservedTara Enright,Data Engineer at 84.51 Tara Enright,Data Engineer at 84.51 Connor Brown,Cloud Engineer at 84.51 Connor Brown,Cloud Engineer at 84.51 1SciCLOpsSciCLOps:Databricks Databricks Quick Start,Quick Start,Powered by DABsPowered by DABs2024 Databricks Inc.A

2、ll rights reserved5 years experience in ML model development,Data Science,ML/Data Engineering1+years MLOps and DevOpsTara EnrightConnor BrownTara EnrightConnor Brown27+years experience in DevOps/Security/Platform EngineeringSpent a year working on the MLOps team on Platform EngineeringRecently moved

3、 to the AI Acceleration teamIntroductionsIntroductions3About 84.51About 84.51“We are a retail data science,insights and media company.We help The Kroger Co.,consumer packaged goods companies,agencies,publishers and affiliates create more personalized and valuable experiences for shoppers across the

4、path to purchase.Powered by cutting-edge science,we utilize first-party retail data from over 62 million U.S.households sourced by the Kroger Plus loyalty program to fuel a more customer-centric journey using 84.51 Insights,84.51 Loyalty Marketing and our retail media advertising solution,Kroger Pre

5、cision Marketing.”2024 Databricks Inc.All rights reservedHow do we enable many Data Scientists/Data Engineers/ML Engineers in Databricks with limited DevOps resources?What does a CI/CD workflow for Databricks resources look like?Hint:Check out Databricks Asset Bundles!How can I take advantage of new

6、 Databricks features to improve my workflows?4Heres What we Hope you Learn!Heres What we Hope you Learn!What should I take away to apply at my company?What should I take away to apply at my company?2024 Databricks Inc.All rights reserved MLOps Patterns DLT Pipelines Databricks Job Workflows Standard