Janvita Reddy

Master's

Data Science

Texas A&M University

Research Assistant

- Experimented with CNN models likeAlexNet, VGG-16, ResNet, EfficientNet, 3D CNN for classification of the stress induced crops. Conducted hyperparameter tuning, by optimizing the number of layers, filters, kernel size - Implemented LSTM model on time series images of cotton crops to capture the spatio-temporal relations - Achieved a boost in accuracy of 6% on the test data compared to other models, with an F1 score of 0.97