Pinned Repositories
Detection-of-Red-Lesion-Diabetic-Retinopathy
Compared two algorithms (Support Vector Machines and Dense Convolutional Neural Networks) and got the optimum algorithm for the detection of Diabetic Retinopathy, using Python. Determined the Severity of the disease on a scale of 0 to 4
Image-Classification-of-Polyp-NoPolyp-Frames-using-CNNs
Developed a model to classify polyp/no-polyp frames using pre-trained CNNs and achieved an Area Under Curve of the Receiver Operating Characteristic Curve (AUC-ROC) score of 94%.
Image-Classification-with-Differential-Privacy-on-MNIST-with-ResNet18
Differential Privacy can be implemented in machine learning models without loss of accuracy. One of the claims that differential privacy has is that it can hold true for any dataset or any individual and can protect privacy any individual’s Personally Identified Data. Here is the implementation of differential privacy with value of epsilon as 50.
Comparative-Study-Image-Classification-Mask-Detection-Dataset
Implemented a comparative study on different network architectures for a classification task. The goal is to build a deep neural network model that can divide individuals into three groups: "With mask," "Without mask," and "Mask worn incorrectly."
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