Pointwest, with AWS, Implemented EDC’s Machine Learning Modernization Framework
April 13, 2023
Energy Development Corporation (EDC) is a generation company that has been pioneering sustainability with clean, renewable, reliable, and affordable energy through geothermal sources.
As an early adopter of Cloud technology, it aims to use digital technologies such as Cloud and Machine Learning (ML) best practices to ensure easy use of ML models. One use case is to predict the level of productivity of a geothermal well design which will serve as an input to the approval of its construction.
Pointwest, in partnership with AWS, implemented their ML modernization framework to quickly bring these on-premise models to the Cloud using AWS SageMaker.
In addition, Pointwest developed automation pipelines for re-training the ML models, evaluating the performance of these models, and automatically deploying these models to production.
These were the immediate results of these initiatives;
- Improved ease of use of the predictive models without any need for programming knowledge
- Faster turnaround time for newly drilled wells
- Improved accuracy of the model predictions
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