Deep Learning

Deep Learning for New & Enlarging Lesion Segmentation

Identification of new and enlarging lesions that develop between the interval of two MRI scans in multiple sclerosis patients.

Computer Vision

Beyond Categorical Label Representations for Image Classification

Review of methodology used to classify images with high dimensional, high entropy labels.

Computer Vision

Multi-Label Classification of Image Data

Investigated the performance of CNN methodology for multi-label image classification.

Machine Learning, NLP

Optimization and Text Classification

Explored the performance of gradient descent methods on optimizing logistic regression.

Machine Learning

Decision Trees vs. KNN

Exploring the performance of two machine learning classification algorithms: k-nearest neighbors (KNN) and decision trees (DT).

Computer Vision

Person Detection Algorithm

Created a person detection algorithm (based on SVM) to count the number of people in still images.

Robotics

Autonomous Robot

Developed an autonomous robot to navigate through a maze and retrieve a target object.