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Representation Learning to Aid Human Decision Making
Extension of Learning Representation by Humans, for Humans by Sophie Hilgard and Nir Rosenfeld. Tailoring a model to output the ideal representation parameters and visualization type best suited for individual interpretability.
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An Implicit Feedback Model for Goodreads Recommendations
Book recommendation system built using the Goodreads dataset and collaborative filtering methods on the Spark engine.
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Who's my President?
Image recognition model that identifies which of the last four presidents is depicted in an image. Implementation of Keras and transfer learning methods based on VGG-16 and Inception V3.
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A New Predictive Model for Readmission Among Patients in a California Hospital
Understanding the factors that contribute to the probability of patient readmission within thirty days of release. Analysis fed back to local CA hospitals to assist in lowering those rates.
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SQL De Mayo - a Tutorial
May 5, 2018 - SQL workshop held at UC Santa Barbara. All learning materials written by myself and the team available here.
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Django Girls SB
November 10, 2017 - Programming workshop in collaboration with Django Girls. Build a website using Python, HTML/CSS and the Django web framework.