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Andreas KaresiouAK
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Andreas Karesiou

@andreaskaresiou

Researcher / ML Engineer at SmarTech ISI Athena building Agentic AI for 5G/6G networks and reusable MLOps infrastructure.

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At SmarTech ISI Athena, I design Agentic AI systems for intelligent 5G/6G network management and automation. I also build MLOps pipelines for Root Cause Analysis workflows, model experimentation, deployment, and monitoring.

At SmarTech ISI Athena, I designed and deployed a reusable MLOps infrastructure platform using AWS, Terraform, and Docker. I built CI/CD pipelines with GitHub Actions for automated testing, container builds, and deployment workflows.

My research at the High-Performance Computing Lab, CEID, focused on a parameter-efficient federated multi-task learning framework using Swin Transformers and DoRA fine-tuning. It surpassed full fine-tuning baselines while reducing trainable parameters by more than 90%.

I'm developing a powerlifting video-analysis app that estimates barbell velocity and movement dynamics. I also developed CEIDass, a RAG assistant for academic information retrieval, using document preprocessing, semantic chunking, and tool-based routing.

Experience

Work history, roles, and key accomplishments

SP
Current

Computer Vision Developer

Startup Project

Jan 2025 - Present (1 year 9 months)

Developing a powerlifting performance analysis application focused on estimating barbell velocity and movement dynamics from lifting videos. Trained and evaluated real-time computer vision models and converted them to Core ML for efficient iPhone inference.

Education

Degrees, certifications, and relevant coursework

University of Patras logoUP

University of Patras

Integrated MEng, Computer Engineering and Informatics

2020 - 2025

Grade: 9.02/10

Integrated MEng in Computer Engineering and Informatics with a GPA of 9.02/10.

Columbia University logoCU

Columbia University

Building Customized LLMs with OpenAI – Module 1, Artificial Intelligence

Completed Module 1 of Building Customized LLMs with OpenAI, issued April 2026.

IB

IBM

Introduction to Containers w/ Docker, Kubernetes OpenShift, Containers and Orchestration

Completed the Introduction to Containers with Docker, Kubernetes, and OpenShift certification, issued June 2026.

IBM logoIB

IBM

Fundamentals of Building AI Agents, Artificial Intelligence

Completed the Fundamentals of Building AI Agents certification, issued June 2026.

Edge Impulse logoEI

Edge Impulse

Introduction to Embedded Machine Learning, Embedded Machine Learning

Completed the Introduction to Embedded Machine Learning certification, issued June 2026.

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