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Managing Human in the Loop Systems Without Burning Out Your Engineers

Offered By: MLOps World: Machine Learning in Production via YouTube

Tags

Machine Learning Courses MLOps Courses Quality Assurance Courses Scalability Courses Pinterest Courses Data Labeling Courses

Course Description

Overview

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Explore strategies for effectively managing human-in-the-loop systems in machine learning without overwhelming engineering teams in this conference talk from MLOps World. Discover how Pinterest's small team of engineers maintains high accuracy and scalability in their large-scale machine learning system for mining shopping content. Learn about their in-house HTML labeling system for contractor teams and their approach to working with vendor solutions for measuring product content accuracy using anonymous online workers. Gain insights into the systems and processes developed to manage human-in-the-loop workflows with minimal engineering operations time, helping to prevent burnout and improve efficiency in ML production environments.

Syllabus

Managing Human in the Loop Systems Without Burning Out Your Engineers


Taught by

MLOps World: Machine Learning in Production

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