Full-stack developer specializing in ML & data systems, focused on building production-grade applications end-to-end—from data pipelines and model training to deployment and user-facing dashboards. I work across Python (Django/FastAPI/Flask), React, SQL/PostgreSQL, and modern ML tooling. I enjoy solving high-impact problems in finance and risk—developing fraud detection, trading simulators, and explainable AI models using XGBoost, SHAP, and Keras/autoencoders. I also bring a strong engineering mindset with CI/CD, Docker, Agile workflows, and real-time API integrations.

STIVEN NTOKTOROV

Full-stack developer specializing in ML & data systems, focused on building production-grade applications end-to-end—from data pipelines and model training to deployment and user-facing dashboards. I work across Python (Django/FastAPI/Flask), React, SQL/PostgreSQL, and modern ML tooling. I enjoy solving high-impact problems in finance and risk—developing fraud detection, trading simulators, and explainable AI models using XGBoost, SHAP, and Keras/autoencoders. I also bring a strong engineering mindset with CI/CD, Docker, Agile workflows, and real-time API integrations.

Available to hire

Full-stack developer specializing in ML & data systems, focused on building production-grade applications end-to-end—from data pipelines and model training to deployment and user-facing dashboards. I work across Python (Django/FastAPI/Flask), React, SQL/PostgreSQL, and modern ML tooling.

I enjoy solving high-impact problems in finance and risk—developing fraud detection, trading simulators, and explainable AI models using XGBoost, SHAP, and Keras/autoencoders. I also bring a strong engineering mindset with CI/CD, Docker, Agile workflows, and real-time API integrations.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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Language

English
Advanced
German
Advanced
Greek, Modern
Fluent
Russian
Fluent

Work Experience

Hackathon Participant - KYC Drift Detection & Dynamic Risk Profiling at SwissHacks 2026 (Tenity, SIX Group, Zurich)
June 1, 2026 - June 30, 2026
Built a Sentinel Drift Engine for real-time KYC drift detection and dynamic risk profiling. Developed a FastAPI backend with XGBoost scoring and SHAP explainability, integrated BOCPD changepoint detection, and used Claude API for LLM-powered explanations. Combined multi-source data integration (OpenSanctions, GLEIF, GDELT, Zefix) and presented results to banking industry judges at SIX Group Zurich.
Hackathon Participant - AI Geopolitical Risk Platform at JiVS · Data Migration International & Infosys
August 1, 2025 - August 31, 2025
Developed GeoRiskGuard Pro, an AI-powered geopolitical risk intelligence platform to support enterprise operations across 56+ countries. Presented the solution to Infosys stakeholders.
Full-Stack Software Developer (AI Cores Specialization) - Code Institute Diploma Graduate at Code Institute
May 1, 2025 - June 30, 2026
Delivered 5 production portfolio projects across full stack and ML. Applied CRISP-DM methodology, Agile workflows, and CI/CD practices. All projects were deployed to Heroku with PostgreSQL backends, involving model development, integration, and end-to-end application delivery.
Full Stack Developer Trainee at Code Institute
May 1, 2025 - Present
Built Personal Finance Survey Analyzer: Python CLI with Google Sheets integration, data visualization using pandas/NumPy, and deployed on Heroku. Developed FinTrack Dashboard: JavaScript personal finance tracker with Chart.js visualizations, responsive design inspired by T-Bank, and GitHub Pages deployment. Created fintech-focused applications including Loan Calculator with payment schedule generation and Thunder QR Generator with enhanced functionality.
Full Stack Developer Trainee at Code Institute (Remote)
May 1, 2025 - Present
Built Personal Finance Survey Analyzer: Python CLI with Google Sheets integration and data visualization using pandas/NumPy; deployed on Heroku. Developed FinTrack Dashboard: JavaScript personal finance tracker with Chart.js visuals and responsive design; deployed to GitHub Pages. Created fintech-focused tools including Loan Calculator with payment schedule and Thunder QR Generator with enhanced functionality.
Participant - Sanctions & Compliance Monitoring Challenge at JiVS Hackathon 2025 (Data Migration International & Infosys)
February 1, 2025 - February 1, 2025
Designed a compliance monitoring solution for sanctions data integration and risk assessment with a focus on data structuring, user requirements, and adaptability for financial institutions.
Participant at JiVS Hackathon 2025 (Data Migration International & Infosys)
February 1, 2025 - February 1, 2025
Designed a compliance monitoring solution for sanctions data integration and risk assessment. Focus on data structuring, user requirements, and adaptability for financial institutions.
Hackathon Participant at JiVS Hackathon 2025 (Data Migration International & Infosys)
February 1, 2025 - February 28, 2025
Designed a compliance monitoring solution for sanctions data integration and risk assessment; focused on data structuring and adaptability for financial institutions.
Culinary Professional (Leadership and operations) at SWISS First Class Lounge - GateGroup (Zurich Airport)
January 1, 2024 - Present
Led high-standard airline catering operations. Optimized processes, coordinated teams, and maintained quality control under high-pressure conditions—experience transferable to high-stakes systems development.
Independent Trader & Market Analyst at Self-employed / Zurich
June 1, 2019 - Present
Applied liquidity-based strategies in high-volatility environments. Conducted technical and volume analysis to identify patterns. Developed strong skills in risk management and data-driven decision making.
Independent Trader & Market Analyst at Zurich
June 1, 2019 - Present
Applied liquidity-based strategies in high-volatility environments; conducted technical and volume analysis to identify patterns; developed risk management and data-driven decision making.
Independent Trader & FinTech Specialist at Self-Directed (Zurich)
January 1, 2019 - Present
Developed and applied liquidity-based trading strategies across GBP/USD, EUR/USD, USD/JPY, BTC, and ETH. Built custom Pine Script indicators and Python automation with Telegram integration, with deep expertise in risk management and data-driven decision making.
Station Chef / Chef de Partie at Beluga · Varoulko · Hyatt Regency (Switzerland/France/Greece/Russia)
January 1, 2014 - December 31, 2023
Worked in Michelin-level restaurants, delivering precision and adaptability under pressure. Built strong execution discipline and performance consistency in demanding operational environments.
Chef & Culinary Management Roles at Various (Michelin-level catering)
January 1, 2014 - Present
Leadership and operations management in Michelin-level and high-volume catering.
Chef & Culinary Management Roles at Various locations (Switzerland, France, Greece, Russia)
January 1, 2014 - Present
Leadership and operations management in Michelin-level and high-volume catering.

Education

Diploma in Full Stack Software Development at Code Institute
January 11, 2030 - November 29, 2025
Bachelor's in Food & Beverage Management at Swiss Alpine Center - Cardiff Metropolitan University UK
January 11, 2030 - November 29, 2025
Diploma in Full Stack Software Development at Code Institute
January 11, 2030 - November 29, 2025
Microsoft Azure Fundamentals (AZ-900) at Microsoft
January 11, 2030 - November 29, 2025
Bachelor's in Food & Beverage Management at Swiss Alpine Center - Cardiff Metropolitan University UK
January 11, 2030 - November 29, 2025
Diploma in Full Stack Software Development at Code Institute
January 11, 2030 - December 5, 2025
Azure Fundamentals (AZ-900) at Microsoft Azure / Microsoft Learn
January 11, 2030 - December 5, 2025
Bachelor's in Food & Beverage Management at Swiss Alpine Center - Cardiff Metropolitan University UK
January 11, 2030 - December 5, 2025
RQF Level 5 Diploma in Full Stack Software Development (AI Specialization) at University of the West of Scotland (accredited) | Code Institute
January 1, 2026 - January 1, 2026
Microsoft Azure Fundamentals (AZ-900) Certification in progress at Microsoft Azure
January 1, 2026 - July 23, 2026
RQF Level 5 Diploma in Culinary Arts at Cardiff Metropolitan University, UK (accredited) | Swiss Alpine Center
January 1, 2013 - January 1, 2016

Qualifications

Microsoft Azure Fundamentals (AZ-900)
January 11, 2030 - November 29, 2025
Microsoft Azure Fundamentals (AZ-900)
January 11, 2030 - November 29, 2025
AZ-900: Microsoft Azure Fundamentals
January 11, 2030 - November 29, 2025
Azure Fundamentals (AZ-900)
January 11, 2030 - December 5, 2025
AZ-900 (in progress): Microsoft Azure Fundamentals
January 1, 2026 - July 23, 2026

Industry Experience

Financial Services, Software & Internet, Professional Services, Education, Travel & Hospitality