Margot Wagner
Margot Wagner
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Python
PHARMonius
An app-based solution to polypharmacy management using data integration and patient empowerment. A winner in MedHacks 2021, this project proposed initial product design and proof of concept for an app aimed to mitigate overprescribing and aid in medication management.
Slides
Repo
MindPsych
A digital mental health solution for psychiatric diagnostics and treatment through data integration. MindPsych provides a patient data integration app as well as a provider portal allowing for optimal patient-provider interactions.
Sentence Generation and Classification with Variational Autoencoder and BERT
A conditional variational autoencoder uses a sentence premise and lass label to generate a hypothesis specific to that class type. Then, a BERT model is used to classify the results in order to evaluate the style transfer to generating the sentences.
PDF
Slides
Repo
Image Captioning using an LSTM Network
Created a deep learning network for automatic image captioning of the COCO dataset using a ResNet 50 CNN encoder and a LSTM RNN decoder.
PDF
Convolutional Networks for Semantic Segmentation
Built various deep CNN architectures and trained them to predict the segmentation masks of the images in the India Driving Dataset as a semantic segmentation task.
PDF
Multi-Layer Neural Network Classification of Fashion MNIST Dataset
Implemented a multi-layer neural network from scratch to classify images of fashion products using the Zalando’s Fashion MNIST Dataset in order to identify strategies that optimize performance.
PDF
Logistic and Softmax Regression to Predict Vehicle Types from Images
Trained logistic and softmax regression models built from scratch to predict vehicle types from 200x300 pixel images from the Comprehensive Cars dataset.
PDF
Steam Video Game Review Recommender System
Given video game reviews from
Steam
, two prediction tasks were completed. Given a user’s history, one predicted whether a user would play a new game and the other predicted how long the user would play a game.
Code
California Traffic Records Collision Severity Prediction
Using the California Statewide Integrated Traffic Records System dataset from 2001-2020, we look at various features and models to classify between collision severity.
PDF
Code
Classifying Evoked Potentials from Spinal Cord Microelectrode Array Data
Applied PCA and LDA classification on spinal cord microelectrode array data to classify stimulus and non-stimulus conditions, as well as location and amplitude of stimulus.
Slides
Repo
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