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How and why we upgraded and tuned the ML training platform to a scalable system to streamline ML development at Grammarly.
2024-04-09 · 19:00
Pavlo Skliar
– Technical Lead
@ Grammarly
Discussion on upgrading and tuning Grammarly's ML training platform to a scalable system. Topics include moving away from a custom architecture due to hardware shortages, key requirements and architectural challenges, MLOps best practices for scalability, and lessons learned from transitioning from a single-region AWS setup to a cross-region, multi-cloud cluster compute deployment. |
Transforming ML Training Infrastructure at Grammarly
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