LLM Evaluation Fundamental techniques

In lot of my conversation  with fellow technologist one question which is mostly in everyones mind is "How to make sure my application is predictable" .

I thought of sharing my learning :

https://www.linkedin.com/pulse/mental-model-llm-application-evaluation-moving-beyond-raghu-iyer-webrc/?trackingId=pIuqdLvHbk0P551bDTApUg%3D%3D

Handle the error “OwnershipControlsNotFoundError” for buckets created prior to April 2023 when the bucket ownership was defaulted to “Object Writer”

Here you go published a  python code sample written for migrating S3 bucket ownership controls between AWS accounts. The code is written to help developers handle the error “OwnershipControlsNotFoundError” when get-bucket-ownership-controls API is used to read the S3 bucket ownership from buckets created prior to April 2023 when the bucket ownership was defaulted to “Object Writer”

Any suggestion on improvement , leave comment.

https://github.com/aws-samples/sample-migratings3bucketownership

Building resilient applications: design patterns for handling database outages

Check the blog authored by me on design patterns . Design pattern for any application is not a after thought, it is critical to think through before design is finalized.

https://aws.amazon.com/blogs/database/building-resilient-applications-design-patterns-for-handling-database-outages/

Gray Failures: What is it and how to detect one?

If you are reading this article , i guess you are curious to know about gray failures and different methods to detect gray failures. 

Hopefully this article will give you insight on question in your mind. 

https://aws.amazon.com/blogs/mt/detecting-gray-failures-with-outlier-detection-in-amazon-cloudwatch-contributor-insights/

How to select the best machine learning service in AWS

 

If you looking for directional information on how to select an Machine learning algorithm, check the below blog.   The blog i wrote though is specific for manufacturing but it can provide direction on different use cases

https://aws.amazon.com/blogs/industries/selecting-the-best-automatic-machine-learning-to-meet-your-manufacturing-needs/

Testing AWS Cloudformation Template

 Very interesting tool to test the cloud formation templates. Check it out 

TaskCat

https://github.com/aws-ia/taskcat

Architecting Resilient application on AWS

 Great whitepaper on improving resiliency of distributed systems:

https://docs.aws.amazon.com/whitepapers/latest/availability-and-beyond-improving-resilience/availability-and-beyond-improving-resilience.html

AWS CDK Samples

 Want to learn AWS CDK with samples :

Check these out:

https://github.com/aws-samples/aws-cdk-examples#Examples

https://cdkpatterns.com/patterns/all/

Tranformation in Manufacturing

 Do you want to know how CPG industry  is undergoing transformation using IoT technology, read the blogs on how AWS partners are using AWS technologies to build solutions for CPG industry

https://aws.amazon.com/blogs/industries/how-to-build-a-smart-production-solution-with-dxcs-spark-platform/