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🐾AppSync vs API Gateway for GraphQL: The Decision Framework🐾
🤓 Previous post about AppSync gathered so many messages and comments regarding the usage of AppSync vs API Gateway for GraphQL, so I decided to write…
🐾AppSync for GraphQL: When it actually shines🐾
🤓 “AppSync is for GraphQL” seems like obvious advice. Yet I keep seeing teams either implement GraphQL on API Gateway + Lambda, or worse — regret their…
🐾Step Functions for human-in-the-loop MLOps🐾
🤓You can automate almost every part of an ML workflow — except the human. Approvals are essential because few teams are comfortable pushing a model to…
🐾Do you really need microservices for your ML workload?🐾
🤓 In data and ML projects, monolithic pipelines can become slow, fragile, and hard to scale, which often leads to their migration to a microservices…
🐾Cost optimization for GenAI workloads🐾
🤓 Over the past few months, I’ve received many questions about cost optimization for Generative AI workloads. While it may seem like GenAI requires an…
🐾Lambda as ML inference: Why, How, and Limitations🐾
🤓 Machine learning inference doesn't always require complex infrastructure. While AWS SageMaker is a popular choice, sometimes simpler solutions can be…
🐾Common overlooks while designing workloads🐾
🤓 When starting a new project or designing a new feature, developers typically focus on the core services that will perform the main tasks. However…
🐾Security group rules for SageMaker🐾
🤓 When deploying SageMaker Studio in production, most organizations opt for VPC-only mode to enhance security. And, I've found that 80% of SageMaker…
🐾MLOps: SageMaker vs Databricks on AWS🐾
🤓 Previously, I wrote a post about the difference between MLOps concepts in SageMaker and Databricks, but so many changes have occurred since then…
🐾What does retirement of CodeCommit mean for MLOps?🐾
🤓 Recently, AWS quietly deprecated several services, including CodeCommit service, which received highly emotional response from the community.
🐾Does AWS retire SageMaker Experiments and Model Registry?🐾
🤓 After the launch of MLflow in SageMaker Studio many of us started asking: is it a retirement of SageMaker native functionality for models and…
🐾How to pass parameters in Step Functions workflow🐾
🤓 I often see that StepFunction’s logic of passing parameters between states is hard to understand and many people struggle with that.
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