Senior Full Stack Developer / AI Engineer / Team Lead, Membersy (end-to-end AI-powered applications)
Led end-to-end productionization of machine learning models by collaborating with data science teams, focusing on improving model performance for real-time recommendations and automation. Built ETL pipelines to preprocess and clean multi-source datasets so trained models could consume high-quality inputs. Implemented deployment and operational workflows to support ongoing inference, monitoring, and continuous improvement in production systems. • Productionized models using TensorFlow and PyTorch • Engineered ETL pipelines with Kafka and Spark for dataset readiness • Integrated model inference into backend APIs and front-end interfaces • Decreased inference latency and improved uptime through CI/CD and Kubernetes orchestration