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Amazon SageMaker cheat sheet

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Streamline your SageMaker Environments using Terraform

2025-03-23T14:34:21+00:00

Bookmarks Advantages of using Terraform in SageMaker AI Disadvantages of using Terraform in SageMaker AI Solution Overview Solution The high-level steps to implement this solution with Terraform Pre-requisites for provisioning SageMaker AI Studio with Terraform Create the S3 Bucket and DynamoDB for Remote State Establish the Terraform Project Structure for your SageMaker AI Make the required IAM Resources. Put in place Storage Resources (S3) Build Network Infrastructure via VPC. Deploy your SageMaker AI Resources using Terraform. Make the Outputs. To delete your SageMaker AI with Terraform [...]

Streamline your SageMaker Environments using Terraform2025-03-23T14:34:21+00:00

Amazon SageMaker AI

2024-12-11T01:54:50+00:00

Bookmarks Concepts Common Training Data Formats For Built-in Algorithms Input modes for transferring training data Two methods of deploying a model for inference SageMaker features Optimization Amazon SageMaker Monitoring Amazon SageMaker Pricing Validate Your Knowledge Amazon SageMaker AI Cheat Sheet A fully managed service that allows data scientists and developers to easily build, train, and deploy machine learning models at scale. Provides built-in algorithms that you can immediately use for model training. Also supports custom algorithms through docker containers. One-click model deployment. Concepts Hyperparameters It refers to a [...]

Amazon SageMaker AI2024-12-11T01:54:50+00:00

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