How to move your ML system from local to production - 2024-03-15

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Incontro DevOps Italia 2024 When a Cloud Engineer has to do a review the code of its colleague Data Scientist for production environment, it is always important to understand where it is best to put the focus. Often, the best approach is to promote the resources awareness to be used and to find a framework to split the work together. https://2024.incontrodevops.it/talks_speakers/

Data & Analytics

DevOps & MLOps - IDI 2024
Come portare in
produzione un sistema di
ML che ora gira solo nel
locale del nostro data
scientist ?

DevOps & MLOps - IDI 2024
Alessandra Bilardi
Data & Automation Specialist @ Corley Cloud
alessandra.bilardi@corley.it
corley.it

DevOps & MLOps - IDI 2024
SUMMARY
DevOps methods & actors
MLOps methods & actors
Use case
AWS services
What we take home

DevOps & MLOps - IDI 2024
DevOps methods & actors

DevOps & MLOps - IDI 2024
MLOps methods & actors

DevOps & MLOps - IDI 2024
ML system & actors

DevOps & MLOps - IDI 2024
AWS Step Functions

DevOps & MLOps - IDI 2024
AWS Step Functions
https://github.com/aws/aws-step-functions-data-science-sdk-python

DevOps & MLOps - IDI 2024
Amazon SageMaker Pipeline

DevOps & MLOps - IDI 2024
Amazon SageMaker Pipeline
https://github.com/aws/amazon-sagemaker-examples/tree/main/sagemaker-pipeline-parameterization

DevOps & MLOps - IDI 2024
What we take home

DevOps & MLOps - IDI 2024
Data Scientist & Cloud Engineer
1
How to survive with colleagues with diﬀerent skills, without hindering the table football
game during the lunch break.
2 Versioning of conﬁguration,
training and inference data
statistics, models, ..
3
Deﬁne tools and services:
libraries, images, storages, ..
4 Deﬁne guidelines for who does
what: review, support,
deploying the model, ..
Promoting resources
awareness to be used

DevOps & MLOps - IDI 2024
Step Functions vs SageMaker Pipeline

DevOps & MLOps - IDI 2024
AWS services
Which AWS services for which role, when we want to automate a solution from local to
production: depends on the life cycle of the model but above all by the actors involved.
Data Scientists (DS) Cloud Engineer (CE) DS AWS Services CE AWS Services
many one AWS Step Functions AWS CloudFormation
one many Amazon SageMaker
Pipeline
AWS CloudFormation
& Step Functions

DevOps & MLOps - IDI 2024
AWS services
Which AWS services for which model, when we have a small model, we can also use
something like AWS Lambda, but when we need GPU, we must to use an Endpoint.
AWS Service Provisioning type Resources Cost per hour
Endpoint Provisioned 2 CPU + 4GB RAM $0.056
Endpoint Serverless 4096MB $0.288
AWS Lambda Serverless 4096MB $0.00024012 +GBsec

DevOps & MLOps - IDI 2024
Thanks
for listening!

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How to move your ML system from local to production - 2024-03-15

1. DevOps & MLOps - IDI 2024 Come portare in produzione un sistema di ML che ora gira solo nel locale del nostro data scientist ?

2. DevOps & MLOps - IDI 2024 Alessandra Bilardi Data & Automation Specialist @ Corley Cloud alessandra.bilardi@corley.it corley.it

3. DevOps & MLOps - IDI 2024 Alessandra Bilardi Data & Automation Specialist @ Corley Cloud alessandra.bilardi@corley.it corley.it

4. DevOps & MLOps - IDI 2024 Alessandra Bilardi Data & Automation Specialist @ Corley Cloud alessandra.bilardi@corley.it corley.it

5. DevOps & MLOps - IDI 2024 SUMMARY DevOps methods & actors MLOps methods & actors Use case AWS services What we take home

6. DevOps & MLOps - IDI 2024 reference

7. DevOps & MLOps - IDI 2024 DevOps methods & actors

8. DevOps & MLOps - IDI 2024 DevOps methods & actors

9. DevOps & MLOps - IDI 2024 DevOps methods & actors

10. DevOps & MLOps - IDI 2024 MLOps methods & actors

11. DevOps & MLOps - IDI 2024 ML system & actors

12. DevOps & MLOps - IDI 2024 reference

13. DevOps & MLOps - IDI 2024 reference

14. DevOps & MLOps - IDI 2024 ML system & actors

15. DevOps & MLOps - IDI 2024 MLOps methods & actors

16. DevOps & MLOps - IDI 2024 MLOps methods & actors

17. DevOps & MLOps - IDI 2024 reference

18. DevOps & MLOps - IDI 2024 Use case

19. DevOps & MLOps - IDI 2024 Use case

20. DevOps & MLOps - IDI 2024 Use case

21. DevOps & MLOps - IDI 2024 reference

22. DevOps & MLOps - IDI 2024

23. DevOps & MLOps - IDI 2024 AWS services

24. DevOps & MLOps - IDI 2024 AWS services

25. DevOps & MLOps - IDI 2024 AWS Step Functions

26. DevOps & MLOps - IDI 2024 AWS Step Functions https://github.com/aws/aws-step-functions-data-science-sdk-python

27. DevOps & MLOps - IDI 2024 AWS services

28. DevOps & MLOps - IDI 2024 AWS services

29. DevOps & MLOps - IDI 2024 Amazon SageMaker Pipeline

30. DevOps & MLOps - IDI 2024 Amazon SageMaker Pipeline https://github.com/aws/amazon-sagemaker-examples/tree/main/sagemaker-pipeline-parameterization

31. DevOps & MLOps - IDI 2024 reference

32. DevOps & MLOps - IDI 2024 What we take home

33. DevOps & MLOps - IDI 2024 Data Scientist & Cloud Engineer 1 How to survive with colleagues with different skills, without hindering the table football game during the lunch break. 2 Versioning of configuration, training and inference data statistics, models, .. 3 Define tools and services: libraries, images, storages, .. 4 Define guidelines for who does what: review, support, deploying the model, .. Promoting resources awareness to be used

34. DevOps & MLOps - IDI 2024 AWS services

35. DevOps & MLOps - IDI 2024 Step Functions vs SageMaker Pipeline

36. DevOps & MLOps - IDI 2024 AWS services Which AWS services for which role, when we want to automate a solution from local to production: depends on the life cycle of the model but above all by the actors involved. Data Scientists (DS) Cloud Engineer (CE) DS AWS Services CE AWS Services many one AWS Step Functions AWS CloudFormation one many Amazon SageMaker Pipeline AWS CloudFormation & Step Functions

37. DevOps & MLOps - IDI 2024 AWS services Which AWS services for which model, when we have a small model, we can also use something like AWS Lambda, but when we need GPU, we must to use an Endpoint. AWS Service Provisioning type Resources Cost per hour Endpoint Provisioned 2 CPU + 4GB RAM $0.056 Endpoint Serverless 4096MB $0.288 AWS Lambda Serverless 4096MB $0.00024012 +GBsec

38. DevOps & MLOps - IDI 2024 Thanks for listening!

How to move your ML system from local to production - 2024-03-15

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