JiříPokorný

Software Developer · Brno, CZ

Python developer specialising in applied ML/AI, taking projects from raw data to deployed applications.

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01Selected Work
01 / 02

Master's Thesis

Authorship Verification System

End-to-end authorship verification system for English text. Hundreds of experiments across BoW/TF-IDF, graph-based, transformer, and LLM approaches. Deployed as an interactive web app with a fine-tuned classification head.

PythontransformersLongformerFastAPIReactTypeScript
02 / 02

Bachelor's Thesis · SAP

ATACA Incident Classification

Binary text classification model categorising SAP customer incidents at sentence level. Systematic comparison of dataset balancing, vector representations, and classification algorithms — traditional vs. modern approaches. Built on real production SAP incident data.

Pythonscikit-learnTF-IDFNLPSAP
02Tech Stack

Languages

PythonC#C++TypeScript

AI & Machine Learning

scikit-learnNLTKspaCygensimtransformersOptuna

Data

pandasNumPySciPySQL

Backend & Web

FastAPIREST APIsASP.NET CoreReact

Cloud & DevOps

DockerKubernetesAzure

Tools & Practices

GitLinuxUnit TestingCI/CD
03Experience

SAP · Brno, Czech Republic

Associate Developer

SEP 2024 - FEB 2026

Developed and extended features of enterprise S/4HANA applications based on business requirements, working across the backend (ABAP) and frontend (SAPUI5, Fiori). Resolved complex production issues in live customer systems through systematic root-cause analysis, keeping business-critical processes stable.

ABAPFiori

SAP · Brno, Czech Republic

Associate Developer (intern)

JUN 2022 - SEP 2024

Developed an incident classification system on the data analysis & AI team using real production SAP customer incident data, an NLP text-classification model that became the foundation of my bachelor's thesis (see ATACA in Selected Work).

PythonNLPscikit-learnText Classification