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Alberto Marinelli's Projects

data-mining-unipi icon data-mining-unipi

Data Mining project carried out on two datasets extracted from the Twitter platform, one on Users and one on Tweets

helm-ai-sa22 icon helm-ai-sa22

The orchestrator repository for the Helm project, an AI-based research assistant for innovation managers and academics

ispr-midterms icon ispr-midterms

Assignments for the course of Intelligent Systems for Pattern Recognition (university of Pisa)

neural-network-from-scratch icon neural-network-from-scratch

Neural Network trained through a classical Back-Propagation (BP) approach and employing both the momentum gradient-based optimization technique and L2-regularization implemented from scratch using the MATLAB programming language.

parallel-genetic-tsp icon parallel-genetic-tsp

Parallelization of a genetic algorithm to solve the Travelling Salesman Problem (TSP). A sequential version is developed, followed by an analysis to identify components suitable for parallelization. Two parallel implementations are created using standard threads and FastFlow.

qri-elm-and-elm-with-standard-momentum icon qri-elm-and-elm-with-standard-momentum

In this project it is used a Machine Learning model based on a method called Extreme Learning, with the employment of L2-regularization. In particular, a comparison was carried out between: (A1) which is a variant of incremental extreme learning machine that is QRIELM and (A2) which is a standard momentum descent approach, applied to the ELM.

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