Here's a brief overview of what I've built in the past years. For a detailed CV, feel free to reach out on LinkedIn or via email.

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Experience

Data Scientist

DEMA, Sweden | Aug 2025 - Present

• Multi-tenant MMM platform: time-varying marketing effects, flexible budget optimization, stable model inference
• Incrementality testing: agent-first test design, high model transparency and low service latency

Machine Learning Engineer

finna.ai, Sweden | Feb 2024 - Dec 2024

• RAG over unstructured financial statements
• Chat analytics with sentiment analysis and topic modeling

Machine Learning Engineer

karpov.courses, remote | Jun 2023 - Feb 2024

• Agentic resume screening platform

Researcher | Data Analyst

Karolinska Institutet, Sweden | Nov 2020 - Aug 2025

• Cryo-EM biological data processing pipelines and analytics workflows
• Dashboards for operational efficiency monitoring

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Achievements

• 🏆 Winner, Hack.Genesis hackathon - RAG assistant - 2024
• 🥇 Winner, Cillers hackathon - AI contract search inferface - 2024
• 🎤 Speaker, Stockholm PyData - "RAG for Financial Data" - 2024

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Skills

Experimentation

geo-experiments, synthetic control methods, A/B testing

ML / AI / MLOps

pymc, scikit-learn, PyTorch, Transformers, CatBoost, LangChain, MLflow

Development

Python, Docker, Git, GitLab CI/CD, FastAPI

Data & Cloud

SQL, AWS, Airflow, Prefect, Clickhouse, Tableau