Zero Downtime ML Deployments

Zero Downtime ML Deployments

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00:00 Introduction to Zero Downtime ML Observability

1 of 9

1 of 9

00:00 Introduction to Zero Downtime ML Observability

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Classroom Contents

Zero Downtime ML Deployments

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  1. 1 00:00 Introduction to Zero Downtime ML Observability
  2. 2 01:07 Understanding the Gap Between ML Engineers and SREs
  3. 3 02:43 Challenges in Traditional Observability for ML Systems
  4. 4 04:45 Addressing Silent Failures and Data Drifts
  5. 5 08:05 Implementing Effective ML Monitoring Systems
  6. 6 10:37 Types of Data Drifts and Their Impact
  7. 7 16:50 Best Practices for ML Observability
  8. 8 18:52 Tools and Techniques for Zero Downtime
  9. 9 20:31 Conclusion and Final Thoughts

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