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Time Series Forecasting

Time series forecasting is the process of analyzing historical data in order to draw conclusions and predict future outcomes. For this project, we explore, compare, and contrast different methods and models of forecasting to determine the advantages and disadvantages of these different systems. We explore, through research papers and code…

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Library support for Philips iSyntax format

Library support for Philips iSyntax format

The Philips iSyntax format is not directly supported by common open source digital pathology libraries.  Currently, in order to use iSyntax files outside of the Philips environment one must either use the iSyntax SDK or convert iSyntax files to a supported format such as TIFF.  The iSyntax SDK Terms &…

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Survey of Machine Learning Techniques To Predict Heartbeat Arrhythmias

Survey of Machine Learning Techniques To Predict Heartbeat Arrhythmias

Abstract - Many works in biomedical computer science research use machine learning techniques to give accurate results. However, these techniques may not be feasible for real-time analysis of data pulled from live hospital feeds. In this project, different machine learning techniques are compared from various sources to find one that…

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UK Digital Twin Environment to Transport Clinical Specimens using AI

UK Digital Twin Environment to Transport Clinical Specimens using AI

Introduction: The Institute for Biomedical Informatics is always looking for ways to improve the efficiency of our hospital system. One way to do this is through the transportation of clinical specimens from Chandler Hospital to Shriner's Hospital and Good Samaritan Hospital using AI pathfinding and collision avoidance. By training a…

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Using NVIDIA Speech AI and Rasa to Create a Multi-Use Chatbot

Using NVIDIA Speech AI and Rasa to Create a Multi-Use Chatbot

Introduction: An issue for our healthcare facilities as well as many others around the country is better understanding the needs of patients. If a patient has experienced a form of trauma, talking to a doctor face-to-face may be difficult. This is where the NVIDIA Omniverse can help doctors extract vital…

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Running Simulations on the Cloud for Reinforcement Learning

For patients visiting a large hospital system for the first time it can be overwhelming to figure out where you need to go, or to even find someone who can point you in the right direction. Employees in the hospital have similar struggles when moving samples from one building to…

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Medical Image Annotation and Curation Platform (MiACp)

Medical Image Annotation and Curation Platform Imaging has been used in medicine for decades, most notably in the areas of ophthalmology, dermatology, and radiology. In recent years high-resolution scanners have been developed and the field of digital pathology has emerged. The convergence of both high-quality image data, across medical domains,…

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Genomic Pipeline Management System (GPMS)

Genomic Pipeline Management System (GPMS)

Genomics Processing at University of Kentucky Healthcare With the recent development of next-generation sequencing (NGS,) more institutions are looking to leverage genomic sequencing for both academic research purposes as well as clinical cancer diagnostic assistance. In clinical applications, this can take the form of pipelines which translate some or all…

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