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Soil moisture prediction pipeline
Sole developer.
Serverless pipeline predicting soil moisture so growers could water proactively.
A Python pipeline on AWS Lambda and DynamoDB, deployed with the Serverless Framework, ingesting soil sensor readings, location, and weather data to forecast soil moisture ahead of time. The goal was to let growers plan irrigation against a prediction instead of reacting to a reading that had already dropped.
The pipeline was built and working. The feature was cut before launch and never shipped.
Python, AWS Lambda, DynamoDB