OVERVIEW

Data Analytics Research Projects

A collection of research projects lead by Dr. Isaac Gang at George Mason University Volgenau School of Engineering

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Data Governance

Comprehensive guide on the application of Data Governance strategies in an organization.

Data Bias

Analysis the current state-of-the-art and two use-cases demonstrating bias and bias-free Machine Learning models.​

ML/OPS

Research into ML/OPS developemnt, testing, production, deployement, and team skills

Data Governance refers to the strategic planning of the organization’s management of its information assets by implementing the right business processes, policies, and structure using the appropriate technology to achieve the organization’s mission.

Data Bias as a general term defines the tendency to lean towards a certain direction either in favor of or against the given topic, person or thing. When it comes to data science, a biased dataset can be classified as one that doesn’t represent a model’s use case fully and therefore produces results that are skewed or inaccurate and includes analytical errors

ML/OPS aspects such as Deployment, Development, Production, Testing, and Teams Skills.

Project Team

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Dr. Isaac Gang

Associate Professor

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Dr. James Baldo

Associate Professor

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Yaser Alabdulbaqi

PhD Student