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Full-Text Articles in Physical Sciences and Mathematics
Finding Trends In Big City Health Issues With Data Visualization, Shridhar Kulkarni
Finding Trends In Big City Health Issues With Data Visualization, Shridhar Kulkarni
Dissertations and Theses
In recent years, data visualization has become one of the most effective tools to understand and identify unseen features of the large datasets available. An open source data set available for health issues for big cities across the United States was obtained. There are numerous indicators presented in the dataset including Demographics, Chronic Health Diseases, Social and Economic Factors, Food Safety, Mortality Rates, Cancer and Life Expectancy Rates. The dataset encompassed myriad of demographics as well as specific data for a number of US cities. The data was explored in different methods in Data points in terms of the demographic …
Edge Device Speaker Verification, Thomas P. Duffy
Edge Device Speaker Verification, Thomas P. Duffy
Dissertations and Theses
The continued shrinking of processors and other physical hardware in concert with development of embeddable machine learning frameworks has enabled new use cases placing machine learning directly in the “wild”. The problem of speaker verification, for a long time, has been deployed to perform inference on systems with significant computations resources. More recently, these systems have been built for smaller, cheaper devices which can be placed in people's homes or other edge locations. Here, we aim to demonstrate that a reasonably accurate, generalizable, text-independent speaker verification system can be built, trained, and, ultimately, deployed onto a microcontroller with as a …