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Wednesday, August 26 • 16:47 - 17:12
Cost-Efficient ML Model Training Using GitLab CICD in the Cloud

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I will share the technical hurdles and lessons learned from implementing Machine Learning training with cloud-based pipelines using GitLab CICD, Docker+Machine, and GPU-powered virtual machines in the cloud.

Data Science infrastructure requirements are easily capable of racking up high costs with GPU based virtual-machines running 24/7 in the cloud, or require specialised hardware to be maintained and powered on-prem. Without huge expense, achieving agile ML model development can be hard.

Data Scientists in the organization can now quickly build their own pipelines with high agility and speed, at reduced infrastructure costs than before, and time reduced in debugging issues.

avatar for Robbie Dyer

Robbie Dyer

DevOps Consultant, Eficode
Robbie Dyer is currently based in Copenhagen, having left his native UK in 2019, and works for Eficode as a DevOps Consultant providing help and guidance to clients in the Nordic Region.Robbie graduated from The University of London with a computer science BSc. With his passion for... Read More →

Wednesday August 26, 2020 16:47 - 17:12 PDT
Orange Stage