I hold a Master's degree in Computer Science and Engineering from the University of Oulu. My expertise spans AI engineering, machine learning systems, and interdisciplinary applications across healthcare, industrial automation, and intelligent systems development.
Core Expertise:
- AI & Machine Learning Engineering: Large Language Models (LLMs), generative AI, deep learning, semantic search, computer vision, and neural network architectures (CNNs, Transformers, GANs).
- Production AI Systems: MLOps pipelines, model deployment, A/B testing frameworks, model monitoring, and scalable inference systems.
- Data & Pipeline Engineering: ETL/ELT processes, real-time data streaming, vector databases, multi-stage retrieval pipelines, and distributed computing.
- System Architecture & Integration: Microservices design, API development, cloud infrastructure (Azure, AWS), containerization (Docker, Kubernetes), and CI/CD workflows.
- Specialized Applications: Healthcare AI, mental wellness systems, industrial IoT, embedded systems, and human-computer interaction design.
Technical Leadership: I have experience leading end-to-end AI projects from research to production, including semantic search platforms, computer vision safety systems, and therapeutic AI applications. My work bridges theoretical frameworks with practical implementations, particularly in healthcare AI and industrial automation.
Industry Experience: My background includes electronic engineering, PCB design, industrial automation, and IoT systems, providing a unique perspective on integrating AI with hardware and embedded systems.
Outside of work, I enjoy hiking, fitness, podcasts, and exploring emerging technologies.
