EliaFantini
AI Engineer at SRG SSR. MSc Data Science at EPFL. Bachelor in Engineering of Computing Systems at Politecnico di Milano.
SRG SSRGeneva
Pinned Repositories
2D-Priors-for-3D-human-reconstruction
Potential of 2D Priors for Improving Robustness of Ill-Posed 3D Reconstruction
APS-Aerial-Photography-Simulation-for-photogrammetric-flight-design
Python software with GUI, capable of simulating an aerial photo given a pair DEM-Orthophoto (in GeoTIFF format)
CSI-using-Blind-Image-Deconvolution-and-Frank-Wolfe-algorithm
Blind Image Deconvolution and Frank-Wolfe's algorithm to deblur a license plate for Crime Scene Investigation (CSI)
FastNRTF
Efficient 3D reconstruction and relighting of complex scenes with global illumination effects using Neural Radiance Transfer Fields
Image-Reconstructor-FISTA-proximal-method-on-wavelets-transform
An Image Reconstructor that applies fast proximal gradient method (FISTA) to the wavelet transform of an image using L1 and Total Variation (TV) regularizations
Master-of-Renaissance-A-java-online-multiplayer-board-game
An online multiplayer board game coded in java, playable both on a javaFX GUI or on CLI, with many server features to make it robust to connection problems.
PICTO-Automating-Video-Thumbnails-Selection
MSc Data Science Thesis: Automating Video Thumbnails Selection and Generation with Multimodal and Multistage Analysis. A comprehensive AI approach for selecting varied engaging thumbnails for VOD Services
Q-NIM-ai-learns-to-play-Nim-using-standard-and-deep-Q-Learning
Reinforcement Learning: Q-Learning and Deep Q-Learning to train artificial agents that can play the famous game of Nim.
RocketMan-a-VR-videogame-created-with-Unity
A Virtual-Reality "escape-room-like" videogame for Oculus Quest, developed with Unity Engine using only the basic Oculus Framework. Game awarded as best game of the course ( year 2021/2022)
ZO-AdaMM-vs-FO-AdaMM-convergence-and-minima-shape-comparison
Implementation and comparison of zero order vs first order method on the AdaMM (aka AMSGrad) optimizer: analysis of convergence rates and minima shape
EliaFantini's Repositories
EliaFantini/RocketMan-a-VR-videogame-created-with-Unity
A Virtual-Reality "escape-room-like" videogame for Oculus Quest, developed with Unity Engine using only the basic Oculus Framework. Game awarded as best game of the course ( year 2021/2022)
EliaFantini/FastNRTF
Efficient 3D reconstruction and relighting of complex scenes with global illumination effects using Neural Radiance Transfer Fields
EliaFantini/Image-Reconstructor-FISTA-proximal-method-on-wavelets-transform
An Image Reconstructor that applies fast proximal gradient method (FISTA) to the wavelet transform of an image using L1 and Total Variation (TV) regularizations
EliaFantini/Master-of-Renaissance-A-java-online-multiplayer-board-game
An online multiplayer board game coded in java, playable both on a javaFX GUI or on CLI, with many server features to make it robust to connection problems.
EliaFantini/2D-Priors-for-3D-human-reconstruction
Potential of 2D Priors for Improving Robustness of Ill-Posed 3D Reconstruction
EliaFantini/ZO-AdaMM-vs-FO-AdaMM-convergence-and-minima-shape-comparison
Implementation and comparison of zero order vs first order method on the AdaMM (aka AMSGrad) optimizer: analysis of convergence rates and minima shape
EliaFantini/PoliMusic-a-musical-playlist-website-pureHTML-vs-RIA-
A website that lets the user upload his songs on a server. It was made in two versions: Pure HTML (thin Client) and Thymeleaf Rich Internet Application (thick Client)
EliaFantini/APS-Aerial-Photography-Simulation-for-photogrammetric-flight-design
Python software with GUI, capable of simulating an aerial photo given a pair DEM-Orthophoto (in GeoTIFF format)
EliaFantini/CSI-using-Blind-Image-Deconvolution-and-Frank-Wolfe-algorithm
Blind Image Deconvolution and Frank-Wolfe's algorithm to deblur a license plate for Crime Scene Investigation (CSI)
EliaFantini/Q-NIM-ai-learns-to-play-Nim-using-standard-and-deep-Q-Learning
Reinforcement Learning: Q-Learning and Deep Q-Learning to train artificial agents that can play the famous game of Nim.
EliaFantini/ada-2021-project-datastory
Data story Website of a Quotebank data analysis to build a political party classifier based on quotes, template from GitHub Pages
EliaFantini/edU-command-line-text-editor-w-multiple-Un-Redo
Time (ms) and space (RAM usage) optimized command line text editor with multiple undo/redo feature
EliaFantini/EliaFantini
A simple GitHub Profile's repository with a well-polished README
EliaFantini/FO-PROX-first-order-and-proximal-methods-convergence-comparison
Implementation and brief comparison of different First Order and different Proximal gradient methods, comparison of their convergence rates
EliaFantini/Noise2Noise-Lite-two-ligther-versions-of-the-famous-AI-denoiser-for-small-images
Noise2Noise is an AI denoiser trained with noisy images only. We implemented a ligther version which trains faster on smaller pictures without losing performance and an even simpler one where every low-level component was implemented from scratch, including a reimplementation of autograd.
EliaFantini/Portfolio
A personal portfolio website to show my projects, made using HTML, CSS, and Javascript
EliaFantini/RMSProp-and-AMSGrad-for-MNIST-image-classification
Implementation and comparison of SGD, SGD with momentum, RMSProp and AMSGrad optimizers on the Image classification task using MNIST dataset
EliaFantini/WGAN-learns-the-distributon-of-a-MoG
A Wasserstein Generative Adversarial Network that learns the distribution of a Mixture of Gaussian, using weight clipping or spectral normalization
EliaFantini/PICTO-Automating-Video-Thumbnails-Selection
MSc Data Science Thesis: Automating Video Thumbnails Selection and Generation with Multimodal and Multistage Analysis. A comprehensive AI approach for selecting varied engaging thumbnails for VOD Services
EliaFantini/Political-party-classifier-from-quotes-A-data-story-from-a-data-analysis-of-Quotebank-dataset
A Quotebank data analysis to build a political party classifier based on quotes, explained with a data story. Includes sentiment analysis, grammatical structure/complexity analysis and topic labeling.
EliaFantini/A-command-prompt-game-called-STEALTH
A simple command line arcade game, created in order to train with the basics of C programming after the first semester at my Bachelor's degree
EliaFantini/ContrastEQ-VHDL-module-of-a-contrast-equalizer-for-FPGAs
VHDL module of a contrast equalizer to be implemented on FPGAs
EliaFantini/HCGM-and-VuCondat-for-Semidefinite-Programming
Semidefinite Programming with Homotopy Conditional Gradient Method (HCGM) and Vu-Condat methods for solving two problems: Fashion-MNIST classification using k-means clustering and geometric embedding for the Sparsest Cut Problem.
EliaFantini/Higgs-Boson-Classifier-using-LHC-CERN-data
An AICrowd Challenge: Logistic Regression classifier that predicts whether an event's decay signature was the one of a Higgs Boson
EliaFantini/Insurance-company-Piccardi-Music-two-data-analysis-on-mock-practical-cases
Two data analysis projects to practice Pandas, Data Wrangling, Data Vizualization, Regression, Observational Studies, Statistics and Supervised Learning ( w/ scikit-learn and statsmodels).
EliaFantini/Mobile-Apps-Data-Visualizations-Website
Project of Data Visualization COM-480 of InsightSquad
EliaFantini/Road-Segmentation-convolutional-neural-network-classifier
An AICrowd Challenge: CNN classifier that predicts whether the pixels of an image represent a road or not.