Ayca Begum Tascioglu

Working on the improvement of Emergency Department Database of the National Healthcare System of Emilia–Romagna

Research Assistant at SmartData Lab - Computer Science and Engineering Faculty

Institute of Digital Medicine, Supervisor: Prof. Dr. Christian Hinske

Working on autonomous driving project with a team located in Munich/Germany and Turin/Italy. Offered with full-time position.

Worked on a stand-alone behaviour analysis engine to profile device behaviour and network traffic to detect anomalies. Models with LSTM, Decision Tree, SARIMAX, ARIMA, K-Means Clustering, Isolation Forest and Interquartile Range Algorithm are developed and tested for dynamic analysis. Supervisors: Nicola Laurenti, Matteo Gatto

Cisco Incubator 9.0 Program Trainee | Cyber Security track Offered with full-time position

Application of artificial intelligence to physical security events to develop a predictive model capable of: Detecting recurring patterns in physical security incidents, providing a classification of physical security events (real alarm, false alarm) with a percentage of confidence, and testing the robustness of the intrusion detection system starting from a CAD project. (Italian) Applicazione dell'intelligenza artificiale agli eventi di sicurezza fisica per sviluppare un modello predittivo in grado di: rilevare modelli ricorrenti negli incidenti di sicurezza fisica, fornire una classificazione degli eventi di sicurezza fisica (allarme reale, falso allarme) con una percentuale di affidabilità, testare la solidità del sistema di rilevamento delle intrusioni partendo da un progetto CADTradotto

Worked on the Energy Storage and Optimization project. Preparing and analyzing datasets with different machine learning models. Time-series forecasting was applied with SARIMAX.

Worked on a time-series forecasting project which is about mobile traffic prediction with Vanilla, Stacked and CNN-LSTM.

Assisted students who take CS 115 - Introduction to Programming in Python, in their laboratory assignments

CS 115 - Introduction to Programming in Python Lab Tutor

Awarded with Research Grant for the project: Regional Database for the Improvement of the Care Path in the Emergency Department PhD student at research group SmartData (advisor: Prof. Danilo Montesi and Flavio Bertini)

Thesis: Behavioral Analysis based on Dynamic Detection of Anomalies in Mobile Device Activity with Machine Learning