Applied AI Systems
Design and development of machine learning solutions for complex data-driven problems, from experimentation through production deployment.
Consulting service
Data & AI
I help organisations turn complex data into intelligent systems by combining machine learning, software engineering and domain expertise.
01
The opportunity
Beyond models.
Building AI that
works.
Successful AI systems require more than selecting a model. They require reliable data pipelines, appropriate architectures, careful evaluation and integration into real-world workflows.
Marsian Consulting helps organisations move from exploration and prototypes to robust AI solutions that deliver measurable value.
- Machine learning and predictive modelling
- Computer vision and image analysis
- Signal processing and sensor intelligence
- Large language models and retrieval-augmented generation
- Production ML systems and AI infrastructure
How I can help
Capabilities
Image & Geospatial Intelligence
AI solutions for extracting information from images, satellite data and other high-dimensional visual datasets.
Production AI Platforms
Building reliable AI workflows including data processing, model evaluation, deployment and integration into existing software systems.
Selected experience
Project portfolio
Medical Image Analysis
Machine learning and image processing approaches supporting medical technology applications and clinical workflows.
RAG & LLM Evaluation
Design and evaluation of retrieval-augmented generation systems and workflows for reliable knowledge extraction.
Satellite Image Classification
Development and productionisation of machine learning workflows for land-cover classification using Sentinel-2 satellite imagery.
Distributed Acoustic Sensing Analytics
Signal processing and AI approaches for extracting information from large-scale sensor data streams.
Application areas
AI where
complexity matters.
- Defence and aerospace systems
- Medical technology and healthcare
- Industrial analytics and automation
- Earth observation and environmental monitoring
- Scientific and engineering applications
Start a conversation