SAS validates whale protection program with machine learning
Fathom Science boosts ocean conservation efforts and safeguards marine life with the support of SAS
To help protect the whales,
Shropshire sought validation of WhaleCast through deeper statistical and machine learning methods, so he turned to SAS' Data for Good program.
For the SAS Data for Good volunteer to explore machine learning models using SAS® Viya®, he needed additional data. Using SAS® Data Maker, he generated synthetic data with characteristics closely matching the original data for more effective validation. Now armed with nearly 500,000 data points, the volunteer was able to divide the data into groups to perform more robust training, validation and testing for seven machine learning models.
Following the initial modeling of WhaleCast, the volunteer used SAS Viya Workbench, a standalone programming environment, to help solve a second problem: calculating the probability of whales' distance from shore. In Viya Workbench, the volunteer was able to quickly program calculations and add the distance data to the models he had created, further validating the accuracy Fathom's approach.
"It was interesting to see SAS create multiple models very quickly," Shropshire said. "They were able to expand from a very simple model to complex neural network and machine learning-type models to show the benefits and the limitations of each."
Learn more on how Fathom Science is using SAS to protect marine life.
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SAS and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the
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SOURCE SAS
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