Building AI That Ships
I turn messy data ecosystems into reliable intelligence engines—pairing cloud-native engineering with responsible AI practices.
My sweet spot is the intersection of data engineering, AI engineering, and developer enablement: reliable pipelines, measurable ML, and AI agents that help teams move faster.
My Journey
From computer science foundations to leading AI engineering initiatives
Founded SISUIQ
CEO & Founder / Principal Data & AI Engineer
Founded SISUIQ to deliver production-ready AI systems and cloud-native data platforms. Leading strategy while staying hands-on with architecture and delivery.
- â–¹Built lakehouse on Azure Databricks with Delta/Medallion architecture
- â–¹Shipped GenAI/RAG services with enterprise-grade observability
- â–¹Drove AI-assisted engineering adoption across teams
Data & ML Engineer at DevOsome
Senior Data Engineer
Productionized PySpark transformations and SQL marts on Databricks. Automated orchestration with Airflow/ADF.
- â–¹Packaged models with MLflow and exposed via FastAPI
- â–¹Implemented monitoring for latency, freshness, and drift
- â–¹Contributed to Snowflake ELT patterns and RBAC
Master of Computer Science
Ã…bo Akademi University, Finland
Specialized in machine learning, data engineering, and software architecture. Worked as Research Assistant (2019-2020) focusing on healthcare AI applications and academic research.
- â–¹Research in healthcare data systems and AI applications
- â–¹Academic collaboration and knowledge dissemination
- â–¹Deep learning and ML systems implementation
Logistics Specialist at HUS
Helsinki University Hospital, Finland
Managed healthcare logistics operations at Finland's largest hospital, optimizing supply chains and implementing data-driven process improvements.
- â–¹Healthcare logistics optimization and process automation
- â–¹Data-driven decision making for operational efficiency
- â–¹Cross-functional collaboration in clinical environments
Bachelor of Engineering (Computer)
Metropolia UAS, Finland - Insinööri(AMK)
Comprehensive computer engineering education covering software development, data systems, and technical foundations. This marked my transition into the Finnish tech ecosystem.
- â–¹Foundation in computer engineering and software development
- â–¹Data systems architecture and implementation
- â–¹Hands-on technical projects and team collaboration
Network Engineer at Metropolia UAS
IT Infrastructure & Systems Administration
Managed network infrastructure and systems administration at Metropolia University of Applied Sciences, supporting educational technology operations.
- â–¹Network infrastructure design and maintenance
- â–¹Systems administration and technical support
- â–¹IT service delivery in educational environment
Bachelor of Business Information Technology
Laurea University of Applied Sciences, Finland
Studied business-IT integration and information systems, bridging technology and business processes. Foundation for understanding enterprise technology solutions.
- â–¹Business and IT integration strategies
- â–¹Information systems and enterprise architecture
- â–¹Technology-driven business process optimization
Teacher & Bachelor of Education
Open University of Tanzania
Taught in Tanzania while completing Bachelor of Education degree. This experience shaped my approach to knowledge sharing, mentoring, and breaking down complex concepts—skills that prove invaluable in engineering roles.
- â–¹Classroom teaching and curriculum development
- â–¹Educational theory and learning methodologies
- â–¹Foundation for technical mentoring and knowledge transfer
How I Work
Principles that guide my approach to engineering and collaboration
Production Mindset
Ship working solutions with clear KPIs, evaluation harnesses, and post-deploy monitoring. No prototypes left behind.
Learn & Teach
Pair with engineers, build playbooks, run office hours. Knowledge sharing accelerates everyone.
Automation Over Bureaucracy
Prefer lightweight governance and automation. Let systems enforce quality, not meetings.
Observable by Default
Dashboards for adoption and outcomes. Track lead time, freshness, SLOs. Make the invisible visible.
Technical Expertise
Hands-on experience with modern data and AI tooling
Data Engineering
AI & ML
Cloud & DevOps
Programming
Tools & Technologies
My technical toolkit for building production AI systems
Data Platforms
AI/ML
Cloud
Languages
Frameworks
Let's Build Something Great
Whether you need AI engineering expertise, data platform architecture, or MLOps consulting—I'd love to collaborate.