I build intelligent systems that solve real problems. With a Master's in Data Science and hands-on experience deploying production ML solutions, I specialize in: - LLM Applications: RAG pipelines, prompt engineering, fine-tuning, and custom evaluation frameworks - Machine Learning: Deep learning, generative AI (GANs, diffusion models), and classification systems - End-to-End Development: From research and experimentation to production deployment with MLOps best practices I bring research rigor with startup speed, whether it's signal processing, privacy-preserving ML, or cutting-edge generative AI. Published researcher, comfortable with full modern ML stack. Helping to build impactful tools for your use case.

Alicja Karłowicz

I build intelligent systems that solve real problems. With a Master's in Data Science and hands-on experience deploying production ML solutions, I specialize in: - LLM Applications: RAG pipelines, prompt engineering, fine-tuning, and custom evaluation frameworks - Machine Learning: Deep learning, generative AI (GANs, diffusion models), and classification systems - End-to-End Development: From research and experimentation to production deployment with MLOps best practices I bring research rigor with startup speed, whether it's signal processing, privacy-preserving ML, or cutting-edge generative AI. Published researcher, comfortable with full modern ML stack. Helping to build impactful tools for your use case.

Available to hire

I build intelligent systems that solve real problems. With a Master’s in Data Science and hands-on experience deploying production ML solutions, I specialize in:

  • LLM Applications: RAG pipelines, prompt engineering, fine-tuning, and custom evaluation frameworks
  • Machine Learning: Deep learning, generative AI (GANs, diffusion models), and classification systems
  • End-to-End Development: From research and experimentation to production deployment with MLOps best practices

I bring research rigor with startup speed, whether it’s signal processing, privacy-preserving ML, or cutting-edge generative AI. Published researcher, comfortable with full modern ML stack.

Helping to build impactful tools for your use case.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate

Language

Polish
Fluent
English
Fluent
German
Beginner

Work Experience

Junior Data Scientist at inoqo GmbH Vienna
June 1, 2024 - Present
Designed and deployed a multi-stage LLM-based RAG classification pipeline, increasing product classification accuracy by 23%. Calibrated custom confidence scores reducing false positives to 5%. Led the design of a novel three-stage LLM pipeline for inferring complex product composition, supported by a custom evaluation framework. Introduced experiment tracking and MLOps with mlflow to the company.
Machine Learning Researcher at SBA Research Vienna
May 1, 2023 - April 30, 2024
Trained GANs and diffusion models to generate synthetic images on multi-GPU clusters. Contributed to research on memorization of generative AI, IP protection, and deepfakes.
Machine Learning Research Intern at SBA Research Vienna
May 1, 2022 - November 30, 2022
Applied privacy-preserving techniques to microbiome data while maintaining its utility, tested with various ML classification models and statistical approaches. Published as a scientific paper by ACM, presented at the ARES conference in Italy.
Junior AI Developer at MedApp S.A.
August 1, 2020 - February 28, 2021
Tested new machine learning solutions in the classification of rare events in the ECG signal. Implementation of CNN and feature-based approach. Anomaly detection on real-world patient data from medical devices.

Education

MSc Data Science at TU Wien
January 1, 2021 - January 1, 2025
BEng at Politechnika Wrocławska
January 1, 2017 - January 1, 2021

Qualifications

Add your qualifications or awards here.

Industry Experience

Software & Internet, Media & Entertainment, Healthcare, Education, Professional Services

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate