
Associate Machine Learning Engineer
PLS Solicitors · Jun 2025 – Aug 2026
- Led GenAI proof-of-concept initiatives using open-source LLMs, validating extraction of 10+ business-critical fields against strict business and legal rules to assess production feasibility.
- Automated a notebook-based forecasting workflow into a scheduled monthly ML pipeline, handling data preprocessing, feature engineering, model training, and evaluation across 10+ models for property sales and case-arrival forecasting.
- Built a real-time backend observability platform for 10+ AI services using WebSockets and MongoDB Change Streams, enabling live monitoring of service health, success/error rates, token usage, retries, document processing metrics, and request-level costs.

