I am a PhD student in the data science program at Worcester Polytechnic Institute where I work under the guidance of Dr. Emmanuel Agu and Dr. Elke Rundensteiner.
I started my career using data analysis and visualization for solving security concerns, performance enhancements and infrastructure management. I joined the PhD in Data Science program in 2016. My research interests are in sensor driven complex human activity recognition and generative models to be used in patient monitoring, ailment predictions and overall healthcare improvement.
Clean Crop Technologies - (May 2022 to August 2022)
Architected an end-to-end data science framework that streamlined the adaptive design of experiments for sustainable food production research, minimizing manual input and accelerating research cycles
Implemented optimization models based on Gaussian processes to determine optimal in-lab experiment parameters, maximizing crop growth while preserving quality
Presented findings to senior management, resulting in adoption of new methodologies across research teams and reducing research cycle time
Prof. Emmanuel Agu
Worcester Polytechnic Institute - (May 2018 to December 2024)
Pioneered a high-performance deep learning architecture using PyTorch, achieving 97% accuracy in recognizing and classifying ambulatory activities and transitions from smartphone sensor data, leading to more accurate patient mobility monitoring
Innovated a novel feature generation mechanism using NLP techniques, that improved complex human activity recognition by 6-23% in F1-scores, outperforming state-of-the-art and baseline models
Led a research project leveraging language models to enhance complex activity recognition performance, with the goal of enhancing patient monitoring, predicting ailments, and improving elder care
National Government Services - (July 2013 to December 2015)
Managed and monitored critical IT infrastructure, leveraging data analysis to optimize resource allocation, proactively identify performance bottlenecks, and ensure high availability
Developed and maintained monitoring dashboards and reports, utilizing data visualization tools to communicate key performance indicators
Pioneered an effort to integrate OEM into daily monitoring workflow and created a centralized dashboard for monitoring and troubleshooting the application using the product iDashboards
Responsible for creating and maintaining scripts to monitor the performance and availability of the application and create automated reports using data from Patrol, OEM and BAC (Business Availability Center)
National Government Services - (January 2013 to April 2013)
Worked on a CSR Staffing analysis to predict the CSR staffing requirements, based on previously known staff availability, requirement and their efficiency
LikeMinds Consulting Inc. - (May 2012 to August 2012)
Provided support for AARP\u2019s identity management system and security infrastructure
Was responsible for ensuring application availability during scheduled maintenances, handling network failures, disk space issues, replication issues
Wrote a plugin which allowed the users to authenticate them via. Kerberos when the Kerberos feature is available and if not, it would automatically failover to the NTLM based authentication
Indiana University - (March 2012 to May 2012)
The course revolved around the economics of security and influence of security in business decisions and its impact in organizations. Was responsible for organizing the group discussions on various topics, assisting in preparing the exam and grading
Indiana University - (January 2012 to May 2012)
Supervised a team of four undergraduate students through a research project called Facebook FakeFinder
The research was focused on finding fake profiles in Facebook using different metrics like the number of friends, relation with the friends, number of photos, tags on photos, privacy settings of photos, etc.
Developed a machine learning model that achieved 80% accuracy in detecting fake profiles. Received positive evaluations from the students and the faculty advisor for my mentoring skills