From chaos to control: Building ML platform | Volvo Cars
Автор: Eficode
Загружено: 2025-10-30
Просмотров: 57
Scaling machine learning takes more than models—it takes collaboration, consistency, and control.
At Volvo Cars, fragmented data and siloed teams once slowed progress. Today, a unified #MachineLearning platform is changing how teams access data, build models, and create real-world impact.
In this session, George Markhulia, Engineering Manager for ML Platform, and Steve Larkin, ML Platform Engineer at Volvo Cars, share how they built an enterprise-grade ML platform that breaks down silos and speeds up innovation.
They’ll walk through key architecture decisions, lessons learned, and best practices for making data easier to access, streamlining workflows, and helping teams move faster—together.
You’ll leave with a practical blueprint for scaling #MLOps in complex environments, with a focus on openness, reliability, and teamwork.
Learn more: If you’d like to learn more about us, click here: https://efcd.co/3QyEovk
----
Timestamps:
00:00 Intro
00:04 Introduction
01:13 Platform technology stack
02:24 Platform in numbers
03:37 Common challenges
04:57 Platform overview
06:31 Easy and difficult parts
07:35 Onboarding
11:17 Learnings
13:51 Day-to-day operations
15:27 Insights tier
16:26 ML product
20:54 Learnings
23:14 Production
29:54 Summary
32:10 Outro
Доступные форматы для скачивания:
Скачать видео mp4
-
Информация по загрузке:
