Dejan's repositories
EEG-Emotion-Classification
Emotion recognition from EEG data (Bachelor's thesis), using the DEAP dataset. Performed manual feature selection across three domains: time, frequency, and time-frequency. Used different classifiers, including XGBoost, AdaBoost, Random Forest, k-NN, SVM, etc.
BigDataComputing-UniPd
Homework projects for the "Big Data Computing" course at UniPd. The overall objective is to explore and utilize parallelism using Apache Spark.
MEB-Anomaly-FW-Optimization
Implementation of three variants of the Frank-Wolfe method for solving the Minimum Enclosing Ball problem, and application to anomaly detection.
Optimisation-BCGD-SemiSupervised
Comparison of Gradient Descent and Block Coordinate Gradient Descent methods through a semi supervised learning problem.
Statistical-Analysis-LifeExpectancy
A comprehensive Statistical Analysis in R of a Life Expectancy dataset, covering Data Wrangling, EDA (Visualizations and Hypothesis Testing), and Supervised Learning (Regression and Classification).
Yashi-Game-SAT-Logic
Solving the Yashi game using a combination of graph theory and SAT-solving. First, connectivity of the graph is verified, and if true, identification of all possible cycles is done. Then, after generating all necessary constraints, they are passed to a SAT solver.
CrowdCounting_Xception_CSRNet
Address the crowd counting problem on the Mall dataset (sparse) by exploring regression-based (Xception) and density-based (CSRNet) approaches.
Time-Series-Forecasting-Museum-Visitors
Analyze and forecast time series data on the number of visitors to various Italian museums using techniques such as TimeGPT, SARIMAX, Holt-Winters, Lasso, Gradient Boosting, GAM, etc.
ComputerVision-Assignments
Programming assignments for "Computer Vision and Cognitive Systems" course at UniPd
NeuralDependencyParsing-ArcEager
Natural Language Processing: Neural dependency parsing with BiLSTM and BERT.
NLP-Assignments
Programming assignments for "Natural Language Processing" course at UniPd
SoftActorCritic-Pendubot
Reinforcement Learning: Soft Actor-Critic + LQR Controller for Pendubot Swing-up
WebScraping-MYmoviesIT
Script for scraping MYmovies.it using BeautifulSoup