Predicting loans in a bank system
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In this homework we had to predict good or bad loans for bank users.
The project is divided in three parts. The reports are available at the following links:
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Internet of Things - A pratical approach to RFID
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During this homework, I evaluated the existing security issues of RFID devices. I also proposed a solution using a server and a 6LoWPAN architecture to validate tags.
The server was developed in Django (python), the client in Android. The full report is available on request only, because sensitive information was documented.
Computer Vision - Coins detection and classification
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In this project, european coins are detected and classified according to their value.
To solve the task detection task, Hough Circles is used. The classification was made using a neural network developed in Keras. The following links are provided:
High level programaming - A study on the Iterative Prisoner's Dilemma
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The Prisoner’s Dilemma is a classical game analyzed in Game Theory
The Prisoner’s Dilemma is widely used to (attempt to) model social/economical interactions. Here we approach its iterative version under several scenarios:
Telecommunication networks - Tile rate selection for 360 Video Streaming to Head-Mounted Displays
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Tile rate selection for 360 Video Streaming to Head Mounted Displays is a novel topic. A solution that relies on machine learning for tile rate selection was proposed.
During a 360 video streaming session, segments of a video can be divided into tiles. Selecting the appropriate tiles with the most appropriate quality, reduces bandwidth consumption and still guarantees a high quality of experience. The following links are provided:
Machine learning - Homeworks
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Homeworks for the machine learning course.
These homeworks (1,2,3) were passed at full grade. The source code is available at the following link:
Network Science - A map based social network
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The network of a hypothetical map based social network is studied.
Map based social networks will be more popular in the future. In this project, a hypothetical users network is analyzed.
Augmented Reality - Stereo disparity computation from projected random dot pattern
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Disparity computation of a couple of images from an Aquifi camera.
Disparity is computed using a multi-layer hierarchical approach. Results are documented in the report. Links are available here:
Bachelor's Thesis - Experimental evaluation of adaptive video streaming algorithms DASH
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This thesis is an experimental evaluation of adaptive video streaming algorithms in different network conditions, such as: WiFi, 3G during mobility.
A DASH player, developer at the University of Padova, was used to extract logs from videos during mobility and static conditions. The thesis link and presentation (written in Italian) are available:
Vodafone-WiFi-AutoLogin
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This script allows to connect to any Vodafone-WiFi belonging to Vodafone-WiFi community automatically.
Automatic Login to Vodafone-WiFi hotspots in Italy, this script is cross platform so it can be used on any os: Linux, Windows and MacOS. It allows to connect to captive portals automatically.