Sai Aswath
Senior AI/ML Engineer | AI&ML Researcher @SLU | Ai Obsesor | Building ML kart
- Role
- Research Assistant at Saint Louis University
- Location
- Washington, DC, US
- LinkedIn followers
- 500 followers
About Sai Aswath
Love to solve real world problems with ML/Ai
Experience
Research Assistant
Aug 2023 — Present · St Louis, MO, US
Real-Time 3D ModelingLed research in real-time 3D modeling, specializing in Gaussian splatting. Pioneered innovative image selection algorithms, significantly improving incremental point cloud and 3D model updates. Co-authored a research paper on advanced 3D rendering techniques, slated for imminent publication.ML Security & Membership Inference AttacksAddressed membership inference attacks (MIA) on black-box and white-box models, using SHAP and Explainable AI techniques to build secure AI systems. Demonstrated expertise in machine learning security and ethical AI practices.Physics-Informed Neural Networks (PINNs)Conducted research on training Physics-Informed Neural Networks (PINNs) to reduce wind data generation time by 99%, significantly speeding up complex Computational Fluid Dynamics (CFD) processes.Graph-RAG & Drone Mission AnalysisLeveraged Graph-RAG to analyze drone log files for root cause analysis, automating the process and reducing analysis time by 95%. Utilized LLMs to streamline SUAS system simulation testing through an Agent framework.
Education
Saint Louis University
Master of Science - MS
Dayananda Sagar Institutions
Bachelor of Engineering - BE
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