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🐾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.
🐾How to decompose EC2 instance type?🐾
🤓 Do you struggle with choosing EC2 instance type? Are you puzzled by all the letters included in the EC2 type? Let’s decompose it and choose the…
🐾What's new in updated SageMaker Studio🐾
🤓 Have you already tried the new SageMaker Studio experience? Wonder how does it differ from the previous version? Should you upgrade to the new…
🐾SageMaker Studio: cheaper than you think🐾
🤓 I frequently hear the opinion that SageMaker is too expensive for the ML team to use. Let’s dive deeper into charging policies and discover how much…
🐾MLOps on AWS: SageMaker vs Databricks🐾
🤓Starting the MLOps journey on AWS and wondering which toolset to use? Should you go with the native SageMaker option or look at Databricks on AWS? As…
🐾SageMaker and beyond: Exploring options for deploying ML models on AWS🐾
🤓Ever found yourself in the labyrinth of model deployment options and wondered, "Why does everyone use SageMaker endpoints for model deployment?" 🤔…
🐾Architecting ML on AWS: Accounts structure blueprint🐾
🤓In case you just starting with using SageMaker Studio for your machine learning workloads and wonder how you should structure accounts for it — this…
🐾SageMaker Real-time Endpoints types🐾
❓I’m often asked about the difference between real-time SageMaker endpoint types, so I’ve decided to explain what lies behind each of them and use-cases…
🐾How to deploy Falcon 40B with SageMaker and Terraform🐾
❓Have you ever wondered how you can deploy Falcon 40B or other LLMs to your AWS cloud using Terraform? 🤗 Thanks to Hugging Face it becomes easier, now…
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Anna Pastushko
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