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[] Join the AI in Production Conference!
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Classroom Contents
Ads Ranking Evolution at Pinterest - From Logistic Regression to Deep Learning
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- 1 [] Join the AI in Production Conference!
- 2 [] Aayush preferred coffee
- 3 [] Takeaways
- 4 [] Evolving decision-making based on evolution and ROI
- 5 [] Different companies have varying approaches to building
- 6 [] Continuous innovation and adaptation are key. Embrace change
- 7 [] Transform, train, and analyze data for effective predictions
- 8 [] Shift in traditional systems, monitoring, and visibility
- 9 [] Monitoring all pipelines, models, features, and predictions. Alerting
- 10 [] Maintain simplicity and optimize pipelines for scaling
- 11 [] Check if systems are ready for change
- 12 [] Commitment, tooling, and understanding are crucial for migration
- 13 [] Concerns about technology support and migration strategy
- 14 [] Difficulty removing hybrid systems, but speed benefit.
- 15 [] Recommendation models learn user-content interactions, transformer as a feature interaction layer
- 16 [] Optimize model complexity, control sequence length, and reduce costs
- 17 [] Pinterest uses Pytorch for training and complex serving
- 18 [] Wrap up
