

Amazon SageMaker
Overview :
Amazon SageMaker is a fully managed machine learning service designed to help developers and data scientists rapidly and inexpensively build, train, and deploy high-quality machine learning models. It provides a comprehensive development environment, including a visual interface, Jupyter notebooks, automated machine learning, model training and deployment capabilities. Users can build end-to-end machine learning solutions without managing any infrastructure through SageMaker.
Target Users :
["Rapidly develop prototypes or proof of concepts","Train and deploy high-quality machine learning models","Build end-to-end machine learning pipelines","Achieve collaboration and DevOps across multiple stages"]
Use Cases
Develop an image classification model quickly using SageMaker Notebook
Organize model development experiments with SageMaker Experiments
Build end-to-end MLOps workflows with SageMaker Pipelines
Features
Provide elastic ML infrastructure such as Notebook instances and training instances
Built-in common Jupyter notebooks and various machine learning frameworks
Support automated feature engineering, model training, evaluation, and tuning
One-click model deployment for real-time or batch predictions
Complete model management and monitoring features
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