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gregoryperkins's Projects

ai-for-healthcare-nanodegree icon ai-for-healthcare-nanodegree

Learn to build, evaluate, and integrate predictive models that have the power to transform patient outcomes. Begin by classifying and segmenting 2D and 3D medical images to augment diagnosis and then move on to modeling patient outcomes with electronic health records to optimize clinical trial testing decisions. Finally, build an algorithm that uses data collected from wearable devices to estimate the wearer’s pulse rate in the presence of motion.

antsr icon antsr

Advanced Normalization Tools in R

arm-net icon arm-net

A ready-to-use framework of the state-of-the-art models for structured (tabular) data learning with PyTorch. Applications include recommendation, CRT prediction, healthcare analytics, anomaly detection, and etc.

attention-gated-networks icon attention-gated-networks

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

augmentor3d icon augmentor3d

A module for 3D image augmentations for deep learning, specifically medical images such as CT, MRI.

basic_unet_example icon basic_unet_example

An example project of how to use a U-Net for segmentation on medical images with PyTorch.

batchgenerators icon batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation

bladder-cancer-detection icon bladder-cancer-detection

Cohort 14 Capstone Project for the Certificate of Data Science at Georgetown University School of Continuing Studies.

bmc icon bmc

GPU accelerated Monte Carlo simulation platform for Photon Therapy

brachyandai icon brachyandai

A list of machine and deep learning publications in interventional radiotherapy and related fields

brain-mets-seer icon brain-mets-seer

Reproducibility materials for a study of brain metastases incidence and Medicare claims classification accuracy

camicroscope icon camicroscope

Digital pathology image viewer with support for human/machine generated annotations and markups.

capstone_project icon capstone_project

Differential gene expression analysis of TCGA dataset containing expression data for normal and kidney cancer cells

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