SageWorks: A Python WorkBench for creating and deploying AWS SageMaker Models

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License: MIT License (MIT)

Author: SuperCowPowers LLC

Tags SageMaker, Machine Learning, AWS, Python, Utilities

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Project description

Welcome to SageWorks

The SageWorks framework makes AWS® both easier to use and more powerful. SageWorks handles all the details around updating and managing a complex set of AWS Services. With a simple-to-use Python API and a beautiful set of web interfaces, SageWorks makes creating AWS ML pipelines a snap. It also dramatically improves both the usability and visibility across the entire spectrum of services: Glue Job, Athena, Feature Store, Models, and Endpoints, SageWorks makes it easy to build production ready, AWS powered, machine learning pipelines.

sageworks_new_light

Full AWS ML OverView

  • Health Monitoring 🟢
  • Dynamic Updates
  • High Level Summary

Drill-Down Views

  • Incoming Data
  • Glue Jobs
  • DataSources
  • FeatureSets
  • Models
  • Endpoints

Installation

  • One time AWS Onboarding: AWS Setup
  • After that your development team can simply pip install sageworks

SageWorks Documentation

sageworks_api

SageWorks Documentation: The documentation contains examples from the SageWorks source code in this repository under the examples/ directory. For a full code listing of any example please visit our SageWorks Examples

SageWorks Beta Program

Using SageWorks will minimize the time and manpower needed to incorporate AWS ML into your organization. If your company would like to be a SageWorks Beta Tester, contact us at sageworks@supercowpowers.com.

Contributions

If you'd like to contribute to the SageWorks project, you're more than welcome. All contributions will fall under the existing project license. If you are interested in contributing or have questions please feel free to contact us at sageworks@supercowpowers.com.

® Amazon Web Services, AWS, the Powered by AWS logo, are trademarks of Amazon.com, Inc. or its affiliates.

Project details

Verified details

These details have been verified by PyPI
Maintainers
Avatar for briford from gravatar.com briford

Unverified details

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Project links
GitHub Statistics

View statistics for this project via Libraries.io, or by using our public dataset on Google BigQuery

Meta

License: MIT License (MIT)

Author: SuperCowPowers LLC

Tags SageMaker, Machine Learning, AWS, Python, Utilities

Classifiers

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