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YouTube

Building an ML Platform from Scratch

MLOps World: Machine Learning in Production via YouTube

Overview

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Discover how to construct a customized ML platform using open-source tools in this comprehensive workshop. Learn to integrate Cookiecutter, DVC, MLFlow, KFServing, Pulumi, and GitHub Actions to create a flexible solution tailored to your organization's needs. Explore each tool's functionality and problem-solving capabilities as you build a practical platform combining these technologies. Gain insights from Alon Gubkin, VP of R&D at Aporia, as he guides you through the process of developing an ML platform suitable for data scientists and ML engineers across various industries and organization sizes. Access the workshop code on GitHub to easily incorporate these learnings into your existing work environment.

Syllabus

Building an ML Platform from Scratch

Taught by

MLOps World: Machine Learning in Production

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