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Predictive Frost Damage Detection
Role
Project Manager
Project type
GIS, Python, Statistics
Location
Lodi, CA USA
Frost damage detection in California vineyards using measured chlorophyl values and K-Means clustering statistics to create a new Damage Assessment product offering that provides clients with actionable tools to improve crop yield. Collected GPS coordinates of a known damaged field, converting points to polygon shapefiles to serve as an accuracy assessment of the predictive model using SKlearn confusion matrices. Created a Damage Assessment Map Product that predicts plant damage with ~92% accuracy.
Cross-functional project conducted with Sales, Science and Engineering departments.














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