Feb. 16, 2025

Research-Driven Education in the Academic Environment - Student Projects (I)

In accordance with the objectives of the project, we aim to increase the awareness for modeling and understanding the effects of climate change. Academia trainings should act to create a robust knowledge base for action. In this spirit, the AI4DTE project members collaborate in stimulating academic activities (i.e., master courses) to include in their curricula elements on advanced technologies and Earth observations to serve as a basis for understanding climate processes and societal aspects.

Interface of project in Harmful air pollutants

In this context, in the frame of the master Intelligent Systems and Computer Vision (SIVA) at the Faculty of Electronics, Telecommunications, and Information Technology (ETTI), POLITEHNICA Bucharest, new advanced courses and modern teaching methods were introduced.

Modern teaching paradigms, such as Active Learning are creating a helix of theory and practice. During the lectures, the theoretical notions are consolidated by practical applications.

The following pitches are short movies presenting the results of semester projects implemented by students from the courses Big Data Mining and Project Engineering and Management at the SIVA master program.

*videos can only be visualized after download

Active learning for multi-class image classification tool Active_Learning_for_Multiclass_Image_Classification - project by Ioana-Dariana GUTA and Ana-Mihaela VASILEVSCHI
Web application for searching and managing images using MetaCLIP based on the CIFAR-100 dataset MetaCLIP based web application - project by Robert Andrei ANGHEL and Alexandru RUSU
Image labeling interface for EUROSAT dataset Image_Labeling_Interface_for_EuroSAT_Dataset - project by Octavian MARICA, Alex TIȚU and Vlad VLĂSCEANU
Image indexing and retrieval application Image_Indexing_and_Retrieval_Application - project by Răzvan MĂNDESCU and Vlad CALINCU
Landscape predicition based on meteorological conditions using GANs Landscape_Predicition_Based_on_Meteorological_Conditions_Using_GANs - project by Liviu APOSTOL, Sebastian CONSTANTIN and Vlad VIJA
Creation and interactive manipulation of FER Database Creation_and_Interactive_Manipulation_of_FER_Database - project by Andra DOVLEAC, Mihaela GUȘĂ and Andreea LAZĂR
MS COCO Dataset query application MS_COCO_Dataset_Query_Application - project by George MOLDOVEANU and Andrei POENALTE
Sector apportionment for harmful air pollutants in Europe Sector_Apportionment_for_Harmful_Air_Pollutants_in_Europe - project by Evelina MARIN, Ioana VIDRAȘCU and Ștefan NICOLAE
Credit card fraud detection Credit_Card_Fraud_Detection - project by George LAZAROIU and Emanuel RADUTA

These prototypes and interactive course discussions focused on use cases and working scenarios to understand societal aspects are essential for the next generation of Digital Twin Earth (DTE) systems.

Research-Driven Education in the Academic Environment - Student Projects (I)

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