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spotify-music-genre-classification
spotify-music-genre-classification PublicThis project focuses on developing a neural network-based music genre classification tool using a dataset with five music genres. We will use both numerical and textual data in the predictions.
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optimization_project
optimization_project PublicImplement the gradient and stochastic gradient methods for LASSO. We study the effect of the step size/ mini-batch size on convergence.
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ensemble_learning_project
ensemble_learning_project PublicThis project explores a variety of ensemble learning methods for binary classification on imbalanced datasets, with a special focus on performance comparison, sampling strategies, and domain adapta…
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manifold_learning_project
manifold_learning_project PublicThis project is a comparative study of dimensionality reduction techniques applied to both synthetic manifolds and a real-world dataset (Fashion MNIST). It focuses on simulation, evaluation, and vi…
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model_based_learning_project
model_based_learning_project PublicThis project implements a custom Expectation-Maximization (EM) R package for clustering using Gaussian Mixture Models (GMMs). The implementation is tested on both the Iris and MNIST datasets.
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