(2024) AI4EOSC webinar: General Introduction to Artificial Intelligence and Machine Learning
(2023) 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, H2020 ML/DL use case) Massive Online DataStream - 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 ]

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 ]

CTRvw (2015, commercial contract) development tool for
Click-Through Rate (CTR) online marketing application using incremental machine learning
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 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