Reservoir computing for short-and long-term prediction of chaotic systems, with tasks Lorenz and Mackey-Glass systems. Bayesian optimization (hyperparameter optimization algorithm) is used to tune the hyperparameters and improve the performance.
Platform + GUI for hyperparameter optimization of recurrent neural networks (MATLAB).
Matlab code for hyperparameter optimization of SVM using Haris Hawks Algorithm
Project on hyperspectral-image clustering for the Μ402 - Clustering Algorithms course, NKUA, Fall 2022.
Simulation of a water rocket's flight path and the maximal height reached
Neural network-based character recognition using MATLAB. The algorithm does not rely on external ML modules, and is rigorously defined from scratch. A report is included which explains the theory, algorithm performance comparisons, and hyperparameter optimization.
Comparison of machine learning models for prediction of diabetes.
Optimierungsroutine für rechenaufwendige Systeme
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