🚀 Using Quasars to Uncover Black Hole Pairs 🌌 As the lead on this project, I explored how quasars—exceptionally bright objects powered by black holes—can help identify pairs of merging supermassive black holes. By integrating data from gravitational waves, quasar activity patterns, and galaxy observations, I developed a framework to estimate how often quasars host these black hole pairs. Key Outcomes: Found that quasars are up to seven times more likely than other galaxies to host black hole pairs, highlighting them as priority targets for future studies. Improved regression analysis efficiency by 300x, enabling faster and more scalable data analysis. Why It Matters for Industry: This project demonstrates my ability to combine diverse datasets, optimize computational performance, and uncover insights in complex systems—skills directly relevant to data science, machine learning, and analytics roles. Let’s connect to discuss how these approaches can solve challenges in your industry! 🌟
May 29, 2024
🚀 Using Neural Networks to Classify Galaxies 🌌 I led the development and analysis of a project that applied machine learning techniques to classify galaxy shapes using imaging data from the Sloan Digital Sky Survey (SDSS). This work explored how convolutional neural networks (CNNs) can handle the rapidly growing datasets in astronomy, enabling scalable and efficient classification of galaxy morphologies. Key Outcomes: Built and trained a CNN on over 300,000 galaxy images. Demonstrated the potential of neural networks for large-scale image classification tasks, even with limited training data. Identified avenues for improvement, including expanding datasets, optimizing model configurations, and parallelizing computations for scalability. Why It Matters for Industry: This project highlights my experience in developing machine learning pipelines, optimizing performance, and handling large datasets—skills directly applicable to data science, machine learning, and research-driven innovation. Let’s connect to discuss how these techniques can create value in your organization! 🌟
Apr 26, 2019