(2024) AI4EOSC webinar: General Introduction to Artificial Intelligence and Machine Learning
(2023) Talk at AI4EOSC Platform User's workshop: AI Data and Model Landscape
(2022) Invited talk at INRIA (Rennes) SUPSEC: AI for supervision
(2021) IISAS meeting with CSIRT UPJŠ: A research on cybersecurity and situational awareness with AI
(2019) Sario event: IKT software product flyers

MODS (2018-2023) Massive Online DataStream - building intelligent module to enhance network IDS functionality
Authors: G. Nguyen, S. Dlugolinsky, V. Tran, Á. López García
Publications:
- Network Security AIOps for Online Stream Data Monitoring [ PDF ]
- Deep learning for proactive network monitoring and security protection [ PDF ]
- Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: A survey [ PDF ]
Related modules/tools:
- Installing complex software stack [ Docker Compose ], containerizing use case [ Docker ]
- Installing Data Analytic Stack (DAS) in OS container [ Ansible Roles ]

SCIP (2017 - Exploratory Data Analysis for proactive sale support, discovery of heavy hitters, most frequent items)
Shopping Cart Item Predictor through Bayesian inference (deployment demo in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng
Publications:
- Decision influence and proactive sale support in a chain of convenience stores [ PDF ]

MoBeV (2015, commercial contract)
Security and privacy tools with scalable machine learning solutions on private mobile network [ PPT ]
Authors: G. Nguyen, S. Dlugolinsky, M. Sulik
Publications:
- A heuristics approach to mine behavioural data logs in mobile malware detection system [ PDF ] [ Preprint ]
- Detekcia nebezpečných aktivít v záznamoch udalostí mobilných zariadení

CTRvw (2015, commercial contract) development tool for
Click-Through Rate (CTR) online marketing application using incremental learning (Vowpal Wabbit)
Author: G. Nguyen
Publications:
- Considerations about Data Processing, Machine Learning, HPC, Apache Spark and GPU [ PDF ]

OMSS (2015-30.4.2021, production tool)
Online Monitoring System and Statistics for IISAS HPC SIVVP production cluster
Authors: G. Nguyen, J. Astalos, M. Dobrucky
Publications:
- IISAS SIVVP cluster in HPC focus [ PDF ]

UniGate (2014-2015) Unified gateway to HPC and Grid environments
Authors: G. Nguyen, M. Dobrucky
Publications:
- Integrated system for hydraulic simulations [ PDF ]
- Unified nanoscale gateway to HPC and Grid environments [ PDF ]

LIGA (2013-2014, commercial contract)
In-memory LInear large-scale character GAzetteers for named entity recognition (NER),
Standalone tools for Natural Language Processing (NLP in IKT group)
Authors: G. Nguyen, S. Dlugolinsky, M. Seleng, M. Laclavik
Publications:
- Next improvement towards linear Named Entity Recognition using character gazetteers [ PDF ]
- Character gazetteer for Named Entity Recognition with linear matching complexity [ PDF ]
- Token gazetteer and character gazetteer for Named Entity Recognition [ PDF ]
The work is an extention of ExPoS design based on Linear Substring Analysis (LSA)

NINI v3.0 (2006, commercial contract)
NINI v2.0 (1999, commercial contract)
Data Preparation and Structure Drawing for Electron-Beam Lithography Systems
Graphical browser for NIN format with GB in-memory data management. Microsoft Visual C++.
Authors: G. Nguyen, M. Belov