Selected Projects
A selection of high-impact projects across applied ML, generative AI, and
cloud infrastructure.
AI-based User Voice ID Recognition
AI-based user voice ID recognition for the Living Homes product.
- Built a voice ID recognition system that can identify users by their voice in near-real-time, and use that to personalize the user's experience.
- Achieved using fine-tuned Nvidia NeMo models.
- Python
- Azure
- Deep Learning
- AI
EDR ML-Driven & Explainable Alerting
Machine-learning alerting for endpoint detection and response (EDR), with LLM-based explanations to make alerts interpretable.
- Developed ML-driven alerting to improve detection signal in the EDR product.
- Applied LLMs to generate human-readable explanations for alerts.
- Python
- PyTorch
- LLMs
- Anomaly Detection
- Bayesian Methods
SEO Optimization via Reinforcement Learning
Amplify Analytix's first marketable product, optimizing SEO using reinforcement learning.
- Led product development from concept toward a marketable offering.
- Designed the reinforcement-learning approach driving SEO optimization.
- Python
- Reinforcement Learning