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Pinterest's ML Evolution: Distributed Training with Ray

Offered By: Anyscale via YouTube

Tags

Machine Learning Courses Recommender Systems Courses Pinterest Courses Distributed Training Courses

Course Description

Overview

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Explore Pinterest's journey in optimizing machine learning recommender systems through distributed training with Ray in this 27-minute conference talk from Ray Summit 2024. Dive into the challenges and innovative solutions implemented by Pinterest's ML Platform team to scale data-intensive model training across thousands of jobs. Learn how they leveraged the Ray ecosystem to decompose and orchestrate massive workloads, addressing issues like memory pinning and multi-threaded collate. Discover the significant improvements in training throughput achieved through these optimizations and gain insights into Pinterest's ongoing efforts to enhance their ML infrastructure through internal abstractions and open-source contributions.

Syllabus

Pinterest's ML Evolution: Distributed Training with Ray | Ray Summit 2024


Taught by

Anyscale

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