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#SageMaker

3 posts tagged "sagemaker"

Building an Intelligent Bitcoin Trading System with AWS CDK and ML Models

Learn how to architect and deploy an intelligent cryptocurrency trading system on AWS using CDK, with historical price analysis, ML-powered predictions from AWS Bedrock and HuggingFace, and event-driven trade execution.

Jan 24, 2026 ·18 min

Building AI Music Generation Platform: AWS CDK Architecture with SageMaker and Bedrock Comparison

Complete guide to architecting a production-ready AI music generation platform on AWS using CDK, comparing SageMaker and Bedrock approaches with detailed pros, cons, and implementation strategies for generating music from text prompts.

Jan 17, 2026 ·21 min

Deploying Hugging Face Models to AWS: A Complete Guide with CDK, SageMaker, and Lambda

Learn how to deploy production-ready Hugging Face AI models to AWS using CDK (TypeScript), SageMaker, and Lambda. Comprehensive guide covering system design, infrastructure setup, model deployment, API creation, and best practices for scalable ML applications.

Nov 30, 2025 ·55 min

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