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AB Testing in Machine Learning.pdf

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AB Testing in Machine Learning.pdf

  1. 1. 1 A/B Testing in MLOps Sadik Bakiu, Data Max
  2. 2. 2 Agenda What is A/B testing 1 What is Helm 3 What is seldon 4 Hands On 5 What is Kubernetes 2
  3. 3. 3 Sadik Bakiu S A D I K B A K I U Co-Founder & Co-CEO, Data Max Graduated 2016, MSc, RWTH Aachen University Working with data for 10+ years now Find me in LinkedIn: linkedin.com/in/sbakiu Email: sadik@data-max.io
  4. 4. What is A/B Testing 1
  5. 5. 6 A/B Testing A / B T E S T I N G Determine which variant performs better Used in advertisement a lot Important: Objectively measure the results Pick a metric Compares two variants of one variable
  6. 6. What is Kubernetes 2
  7. 7. 8 Kubernetes K U B E R N E T E S Controller Pods Containers Services Container Orchestrator
  8. 8. What is Helm 3
  9. 9. 10 Helm H E L M Like Pip Has Charts Charts have versions Package manager for Kubernetes
  10. 10. What is Seldon-core 4
  11. 11. 12 Seldon-core S E L D O N C O R E Deploy and monitor ML models on Kubernetes Create containerized microservices Out-of-the-box inference server Metrics and monitoring Python app server tailored to ML
  12. 12. Bonus: Streamlit 5
  13. 13. 14 Streamlit S T R E A M L I T All in Python Easy to use Build data apps
  14. 14. What will we be doing 6
  15. 15. 20 Aim
  16. 16. 21 Where are we now
  17. 17. 22 Where are we now
  18. 18. 23 Where are we now
  19. 19. 24 Where are we now
  20. 20. 25
  21. 21. 26 A/B testing tests versions of a variable MLOps tooling is mature now With microservice architecture it is easy to start A/B testing has limits Summary
  22. 22. THANK YOU! www.data-max.io sadik@data-max.io

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