Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Language
English
Fluent
Slovak
Advanced
Work Experience
AI Architect & Researcher at Tachyum
March 1, 2019 - PresentAI research/architecture role focusing on LLaMA, DeepSeek, Qwen; self-supervised training, supervised and reinforcement fine-tuning, quantization and sparsification using HF transformers, vLLM; vision transformers and diffusion-related work; build and eval quantized models with 4-8 bit precision.
Deep Trader Technology – Quant Developer / AI/Data Science at Deep Trader Technology
January 1, 2017 - PresentPython-based quant/ML stack: Numpy, Pandas, Pandas Datareader, Ray, Flask, Scikit-Learn, CVXPY, Zipline, Pyfolio, AlphaLens, TensorFlow Estimators, PyMC3, TensorFlow Probability; DRL and ML workflow automation, research and production tooling.
Management Analytics - Quant Developer at Addfin
August 1, 2018 - September 7, 2025Pricing, long-term portfolio Monte Carlo, VaR/ES, risk decomposition, marginal contributions; optimization and risk budgeting; Python/Numpy/Pandas for risk analytics and reporting.
Quant Developer at Visual Advice
January 31, 2018 - September 7, 2025Market risk analytics, pricing and hedging for fixed income/derivatives; long-term portfolio Monte Carlo; VaR/ES; implementation and testing of risk models.
Market Risk Analytics - Quant Developer at Whitestein/Expersoft
June 30, 2017 - September 7, 2025Pricing, risk analytics (VaR/ES), risk decomposition, portfolio analytics; SAR/MR connections; Spark+R for large-scale risk analyses.
Murex v3 – Fixed Income, IR/Credit/Equity Derivatives integration at Credit Agricole
May 31, 2015 - September 7, 2025Integration project for IRS, CDS and CDS index products; P&L and VaR estimation; risk attribution.
VP, Quant Developer - Volatility Analytics and Trading Platform at Goldman Sachs
July 31, 2012 - September 7, 2025Front-office volatility modelling: IV calibration (SVI, Heston, quadratic), variance swaps, volatility surface construction, P&L tooling for options strategies.
Quant Developer - Pricing & Risk at CMC Markets
July 31, 2012 - September 7, 2025Pricing & risk calculations for CFDs/FX futures; portfolio VaR and spread analytics; component-based risk engines and backtesting.
Volatility Analytics and Trading Platform at JPMorgan Chase
September 30, 2011 - September 7, 2025Implied vol calibration, vol surface construction, dispersion trading, P&L backtester and attribution for listed options.
Quant Developer - MUNI bonds Front Office at Barclays Capital
March 31, 2011 - September 7, 2025Quant reporting for curves, term structure, slope, duration, beta; PCA-based risk metrics and hedges.
Volatility Analytics and Trading Platform at Merrill Lynch/Bank of America
March 1, 2010 - September 7, 2025Front-office volatility analytics; IV model calibration (HVOL, SVI, quadratic), volatility surface construction, P&L and hedging tools.
Lead Application Developer - COPER at Merrill Lynch (GMI-EDS)
September 30, 2001 - September 7, 2025COPER client data management system; services, business objects, persistence, messaging; AML screening and workflow.
Customer Profitability system at CHASE Bank
December 31, 1999 - September 7, 2025CORBA-based multi-tier system; data access/BO framework; mainframe data access interfaces.
Software Developer / Client-Server Specialist at ALYA Slovak Software House
January 1, 1995 - September 7, 2025OO design, C++, Windows/UNIX development; data processing and information systems with MFC, Win32 API, and database integration.
Software Engineer at GFAI Swiss Software House
January 1, 1997 - September 7, 2025Object-oriented development, CORBA, client-server apps; focus on data processing and workflow.
Information System Developer at Lufthansa Systems Airlines
August 31, 1997 - September 7, 2025MOSAIC View for MS Windows; client/server information system; early C++/MFC components.
AI Architect & Researcher at Tachyum
March 1, 2019 - PresentLeading AI architecture and research for LLMs and CV models; self-supervised and supervised fine-tuning, quantization, sparsification, and deployment of multi-model AI systems.
AI/ML Architect & Researcher at Deep Trader Technology
January 1, 2017 - PresentDeveloped quantitative trading AI systems; Python data pipelines (NumPy, Pandas), backtesting, reinforcement learning for trading, LLM-driven agents, and distributed training with Ray and HF transformers.
Management Analytics & Risk Quant Developer at Addfin
October 31, 2018 - September 7, 2025Performance attribution, VaR/ES, risk decomposition; portfolio optimization; long-term Monte Carlo simulations for FRTB; Python stack (NumPy, Pandas, Flask); QuantLib/ORE integration.
Quant Developer - Market Risk Analytics at Visual Advice
January 31, 2018 - September 7, 2025Pricing, sensitivities, and long-term Monte Carlo portfolio simulation for FRTB; QuantLib, ORE, Python; Flask; PnL attribution and backtesting.
Quant Developer - Market Risk Analytics at Whitestein/Expersoft
June 30, 2017 - September 7, 2025Pricing, risk attribution, VaR/ES, factor analysis; portfolio optimization; Spark, R; long-term Monte Carlo for risk.
Quant Developer - Fixed Income/Derivatives at Credit Agricole
May 31, 2015 - September 7, 2025Murex v3 integration for IRS/derivatives; risk, P&L, VaR; hedging; T-Locks; trading desk support.
VP, Quant Developer - Volatility Analytics at Goldman Sachs
July 31, 2012 - September 7, 2025Volatility analytics for equity derivatives; IV calibration (SVI, Heston, quadratic); dispersion trading desk; P&L backtester.
Quant Developer - Pricing & Risk Market Making at CMC Markets
July 31, 2012 - September 7, 2025Pricing and risk for CFDs, FX futures; Streambase CEP; VaR, spread calculations.
Quant Developer - Volatility Analytics at Merrill Lynch/Bank Of America
March 31, 2010 - September 7, 2025Volatility analytics for equity derivatives; IV model calibration (SVI, Heston, quadratic); P&L backtester; dispersion trading desk.
VP, COPER - Client Data Management / AML at Merrill Lynch (GMI-EDS)
September 30, 2001 - September 7, 2025Global client data management; AML screening; re-architecting with BPM and rules engine; leadership & mentorship.
AVP - Customer Profitability / Mainframe Data Access at CHASE Bank
December 31, 1999 - September 7, 2025Multi-tier distributed application; CORBA-based data access; business objects; mainframe data integration.
Software Developer at ALYA Slovak Software House
May 31, 1995 - September 7, 2025Benefits Online; COM/MFC Windows development; mainframe interfaces; data access components.
Software Architect & Developer at GFAI Swiss Software House
January 31, 1997 - September 7, 2025C++/CORBA distributed systems; OO design; Windows/Solaris; CORBA middleware.
Information System Developer at Lufthansa Systems
August 31, 1997 - September 7, 2025Mosaik View for MS Windows; C++ components; data distribution; MFC wrappers.
Education
Master Degree in Computer Science at Slovak Technical University
January 11, 2030 - September 7, 2025Financial Math at New York University (NYU)
January 11, 2030 - September 7, 2025Numerical Linear Algebra at Baruch College
January 11, 2030 - September 7, 2025Deep Learning Nanodegree at Udacity
January 11, 2030 - September 7, 2025Computer Vision Nanodegree at Udacity
January 11, 2030 - September 7, 2025Deep Reinforcement Learning Nanodegree at Udacity
January 11, 2030 - September 7, 2025Natural Language Processing and AI for Algorithmic Trading Nanodegree at Udacity
January 11, 2030 - September 7, 2025WBS - QuantsHub - FTRB - Standardized Sensitivity Based Approach at QuantsHub
January 11, 2030 - September 7, 2025Python Quants - Algo Trading Knowledge and Experience at Python Quants
January 11, 2030 - September 7, 2025Master's Degree in Computer Science at Slovak Technical University
January 11, 2030 - September 7, 2025Financial Mathematics Coursework at New York University
January 11, 2030 - September 7, 2025Numerical Linear Algebra at Baruch College
January 11, 2030 - September 7, 2025Deep Learning Nanodegree at Udacity
January 11, 2030 - September 7, 2025Computer Vision Nanodegree at Udacity
January 11, 2030 - September 7, 2025Deep Reinforcement Learning Nanodegree at Udacity
January 11, 2030 - September 7, 2025Natural Language Processing and AI for Algorithmic Trading Nanodegree at Udacity
January 11, 2030 - September 7, 2025WBS - FTRB - Standardized Sensitivity Based Approach, Internal Model Approach at QuantsHub
January 11, 2030 - September 7, 2025Python Quants - Algo Trading Knowledge and Experience at Python Quants
January 11, 2030 - September 7, 2025Qualifications
Udacity Deep Learning Nanodegree
January 11, 2030 - September 7, 2025Udacity Computer Vision Nanodegree
January 11, 2030 - September 7, 2025Udacity Deep Reinforcement Learning Nanodegree
January 11, 2030 - September 7, 2025Udacity Natural Language Processing and AI for Algorithmic Trading Nanodegree
January 11, 2030 - September 7, 2025Open Source Risk (ORE) Monte Carlo Risk Engine Certification
January 11, 2030 - September 7, 2025Python Quants - Algo Trading Certification
January 11, 2030 - September 7, 2025WBS/FTRB/Standardized Sensitivity Based Approach; Internal Model Approach
January 11, 2030 - September 7, 2025Python Quants - Algo Trading Knowledge and Experience
January 11, 2030 - September 7, 2025Industry Experience
Software & Internet, Financial Services, Media & Entertainment, Education, Professional Services
Skills
Experience Level
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Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
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