Projects

BPMN Assistant

LLM-powered assistant for creating, editing, and interpreting business process diagrams.

TinyLlama Quantized Intent Classifier

A 4-bit quantized and fine-tuned TinyLlama model for e-commerce intent detection that outputs action, product, and quantity in JSON.

Traffic Sign Mapping Prototype

AI prototype for mapping traffic signs and street infrastructure from 360° video using YOLO detection and OpenAI vision.

SatelliteGuard

A computer vision system that uses satellite and drone imagery to detect buildings, land usage, and illegal waste disposal sites, developed for the City of Vodnjan.

Pricelist Processing System

Developed an app leveraging GPT-4 vision capabilities and OCR services to digitize pricelist images.

FLAN-T5 Coref

A fine-tuned version of FLAN-T5-large model trained on the Winograd WSC dataset for coreference resolution tasks.

Process Visualizer

An application to convert textual process descriptions into simplified BPMN diagrams using NLP.

BPMN-BERT

A BERT model extracting actors, activities, activity details, process context, and business rules from process descriptions.

Librarium

A web app for library management.

spaCy NER

A Streamlit app showcasing a custom spaCy model trained to identify tasks in business process descriptions.

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Core Skills and Technologies

AzureBERTBPMNComputer VisionDockerFastAPIFirebaseGitJavaScriptLLMsModel fine-tuningMySQLNLPOpenAI APIPostgreSQLPythonRedisspaCyStreamlitTransformersVue.jsYOLO

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Publications

Intelligent Robotics—A Systematic Review of Emerging Technologies and Trends

Licardo, J.T., Domjan, M., Orehovački, T.

Electronics (2024)

A Method for Extracting BPMN Models from Textual Descriptions Using Natural Language Processing

Licardo, J.T., Tanković, N., Etinger, D.

Procedia Computer Science (2024)