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Pantelis Markos

@pantelismarkos

Machine learning and data science practitioner behind Markous.ai, a deployed equity-analytics platform with LLM-assisted analysis.

Greece
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I built and deployed Markous.ai, an equity-analytics platform for Athens Exchange and US equities, with LLM-assisted analysis and more than 600 automated tests. Its portfolio engine includes constrained Markowitz optimization, risk parity, and Monte Carlo simulation, evaluated with expanding-window walk-forward validation.

In my Football Analytics Portfolio, I built a modular Python package for market-value forecasting, FIFA-rating reconstruction, and player profiling. Chronological validation and training-only scaling helped cut 2024 market-value forecasting MAE by 35.6% against a persistence baseline.

I also built a tested credit-card fraud detection pipeline that caught 57 of 74 held-out frauds with 100 alerts. It compared six classifiers against a no-skill baseline using consecutive out-of-time periods.

At Eurobank Equities, I provide front-line support to clients using a live trading platform, troubleshoot issues in real time, and explain them to clients and internal teams. I document recurring incidents and escalate feedback to improve platform reliability and usability.

Experience

Work history, roles, and key accomplishments

Eurobank Equities logoEE
Current

Trading Platform Support Officer

Eurobank Equities

Sep 2025 - Present (1 year 1 month)

Provide front-line support to clients of a live trading platform, troubleshooting issues in real time and explaining them clearly to clients and internal teams. Document recurring incidents and escalate actionable feedback to improve platform reliability and usability.

Education

Degrees, certifications, and relevant coursework

National and Kapodistrian University of Athens logoNA

National and Kapodistrian University of Athens

MSc, Business Mathematics

2024 -

Grade: 8.5/10

MSc Business Mathematics from an inter-university programme with AUEB and NKUA, covering machine learning, econometrics, stochastic processes, and quantitative finance.

Athens University of Economics and Business logoAB

Athens University of Economics and Business

MSc, Business Mathematics

2024 -

Grade: 8.5/10

MSc Business Mathematics from an inter-university programme with AUEB and NKUA, covering machine learning, econometrics, stochastic processes, and quantitative finance.

Coursera logoCO

Coursera

Professional Certificate, AI & Machine Learning Engineering

Microsoft AI & ML Engineering Professional Certificate, in progress with Foundations of AI & ML completed.

University of Patras logoUP

University of Patras

BSc, Mathematics

BSc Mathematics from the University of Patras.

Georgia Tech logoGT

Georgia Tech

Certificate, Data Structures & Algorithms

Data Structures & Algorithms I certificate from Georgia Tech via edX.

LA

LangChain Academy

Certificate, LangGraph

Introduction to LangGraph certificate from LangChain Academy.

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