riccardocadei
Researcher in Causal Machine Learning
Institute of Science and Technology AustriaVienna
Pinned Repositories
BCF-IV
Package for heterogeneous causal effects in the presence of imperfect compliance (e.g., instrumental variables, fuzzy regression discontinuity designs)
CRE
The Causal Rule Ensemble Method
adahessian
Discussion of advantages and disadvantages of AdaHessian, a state-of-the-art Second Order Methods over First Order Methods on a Non-Convex Optimization Problem (digits classification on MNIST database using ResNet18). - @ EPFL
deeplearning-framework
Mini Deep Learning framework to create and train simple Neural Network (i.e. Multi Layer Perceptron) through Back-Propagation Algorithm using only PyTorch's tensor definition and elementary mathematical operations.
Geo-Area-Classifier
Classification of satellite images among Residential, Industrial and No Available Rooftop Area class using Deep Learning - LESO-PB Lab @ EPFL
Higgs-Boson-Challange-2020-EPFL
A classification problem on a big physical dataset simulated by the ATLAS experiment from CERN - @ EPFL
LunarLander-v2-REINFORCE
Teaching to an agent to play the Lunar Lander game from OpenAI Gym using REINFORCE.
photovoltaic-detection
Detecting available rooftop area from satellite images to install photovoltaic panels - LESO-PB Lab @ EPFL
Robust-Journey-Planning
Robust and Efficient Journey Planning for Switzerland - @ EPFL
causalmotion
[CVPR22] Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective
riccardocadei's Repositories
riccardocadei/photovoltaic-detection
Detecting available rooftop area from satellite images to install photovoltaic panels - LESO-PB Lab @ EPFL
riccardocadei/Higgs-Boson-Challange-2020-EPFL
A classification problem on a big physical dataset simulated by the ATLAS experiment from CERN - @ EPFL
riccardocadei/LunarLander-v2-REINFORCE
Teaching to an agent to play the Lunar Lander game from OpenAI Gym using REINFORCE.
riccardocadei/Geo-Area-Classifier
Classification of satellite images among Residential, Industrial and No Available Rooftop Area class using Deep Learning - LESO-PB Lab @ EPFL
riccardocadei/Robust-Journey-Planning
Robust and Efficient Journey Planning for Switzerland - @ EPFL
riccardocadei/deeplearning-framework
Mini Deep Learning framework to create and train simple Neural Network (i.e. Multi Layer Perceptron) through Back-Propagation Algorithm using only PyTorch's tensor definition and elementary mathematical operations.
riccardocadei/adahessian
Discussion of advantages and disadvantages of AdaHessian, a state-of-the-art Second Order Methods over First Order Methods on a Non-Convex Optimization Problem (digits classification on MNIST database using ResNet18). - @ EPFL
riccardocadei/CRE
The Causal Rule Ensemble Method
riccardocadei/ML4Networking-Contest-2019-PoliMI
Customer churn classification - @ Politecnico di Milano
riccardocadei/pneumonia-diagnosis
A self-supervised learning at test time approach for robust and adaptable diagnosis of pneumonia on chest X-rays data.
riccardocadei/digits-comparison
Comparing couple of images from MNIST dataset using DCNN.
riccardocadei/Metropolis-Hastings-for-optimization
Deploying a 5G Network in a country
riccardocadei/causalmotion
[CVPR22] Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective
riccardocadei/clip2pm
A statistical framework for estimating the climate penalty on soot pollution.
riccardocadei/CRE_applications
Collection of simulations and real world experiments on Interpretable Inference of Heterogeneous Treatment Effects by Causal Rule Ensemble
riccardocadei/GraphML-Contest-2019-Oracle-PoliMI
Multi‑label vertex classification on a protein‑protein interaction network generating a powerful embedding of its graph - @ Oracle Labs, Politecnico di Milano
riccardocadei/handbook
riccardocadei/pycre
Python implementation of Causal Rule Ensemble algorithm.
riccardocadei/riccardocadei
Introduction
riccardocadei/riccardocadei.github.io
Personal Portfolio