I'm a Master's student in Machine Learning at the University of Maryland, College Park, with research interests in Computer Vision, Natural Language Processing, and Data Science. I design and build end-to-end ML systems — from CNN-based recognition pipelines to large language model applications — with an emphasis on methodological rigor and practical impact. My work has been published in a peer-reviewed conference proceeding.
- 🔭 Current focus: Computer Vision, LLMs, and Data-Driven ML Systems
- 📝 1 peer-reviewed conference publication
- 🧠 Recent work: Facial Recognition using CNNs, SAC Datathon 2026, UMD ML Projects
- 📚 Exploring: Multimodal models, NLP pipelines, and scalable ML architectures
- 🏫 Graduate student at the University of Maryland, College Park
- 💬 Ask me about: Computer Vision, NLP, Deep Learning, Python, Data Analysis
- 📫 Reach me at: roysharanya3512@gmail.com · rsaranya@umd.edu
Languages
ML / Deep Learning
Data & Analytics
Tools & Platforms
| Project | Description | Stack |
|---|---|---|
| Facial Recognition Using CNNs | Facial recognition using convolutional neural networks and facial landmark point detection | Python, CNN, OpenCV |
| SAC Datathon 2026 | Competitive datathon — end-to-end data analysis and ML modeling pipeline | Python, Jupyter |
| UMD Projects | Graduate coursework and research projects from the University of Maryland | Python, Jupyter |
| Intro to AI | Foundational machine learning and AI concepts, algorithms, and implementations | Python |
"In God we trust; all others must bring data." — W. Edwards Deming ⚡