Markos M.

I am a Senior Machine Learning Engineer with 7+ years of experience in research, model development, and cloud deployment. My work includes academic research and real-world AI systems, from designing deep learning models to deploying scalable ML pipelines on GCP, AWS, and Azure.

Expertise

• Research: Deep learning, computer vision, NLP, and generative AI
• Development: Training and fine-tuning ML models using TensorFlow and PyTorch
• Deployment: Building and scaling ML systems on GCP, AWS, and Azure with Docker, Kubernetes, and Terraform

Certifications

Google Cloud (2024)
• Professional Machine Learning Engineer
• Professional Data Engineer
• Professional Cloud Architect

Microsoft Azure (2021)
• Azure Data Scientist Associate
• Azure Fundamentals

HashiCorp (2025)
• Terraform Associate (003)

Selected Projects

• AI-Driven Document Extraction:
Designed and deployed OCR pipelines using Gemini, Google Document AI, and DeepSeek (Vertex AI) to extract structured data from real estate conveyancing documents.

• Reputation System API for Mindplex:
Developed and deployed a reputation scoring API based on research in reputation systems, powering user trust and ranking on magazine.mindplex.ai.

• Big Data Health Pipeline (GCP):
Architected and orchestrated data ingestion and transformation pipelines using Dataflow, BigQuery, Cloud Run, and DBT. Integrated data from Microsoft SQL Server, CSV, Excel, and Azure Blob Storage into BigQuery.

• Deep Learning Research and Deployment:
Implemented and productionized deep learning models from research papers for diagnostic imaging and AI-assisted medical interpretation.

Publications and Patents

• Detection of Mitral and Tricuspid Regurgitation from B-mode DICOMs Using Artificial Intelligence (2024)
• Reproduction of Full Echocardiographic Report Using Machine Learning from Large-scale Echocardiogram Database (2023)
• Methods, Systems, Apparatuses, and Devices for Facilitating a Diagnosis of Pathologies Using a Machine Learning Model (2024), Patent
• AI-Based Diagnosis of Aortic Stenosis in B-Mode Imagery: P3-16 (2024)

I specialize in designing, building, and deploying production-grade AI systems with a strong foundation in both research and engineering. If you are looking for someone who can take an AI project from concept to deployment, I would be glad to collaborate.