gdelfe
I am a Senior Data Scientists at SDSC/EPFL. My background is in statistical physics | PhD. I currently work in computational neuroscience/ML
Swiss Data Science Center/EPFLLausanne
Pinned Repositories
AI-for-Trading
Udacity nanodegree: AI for Trading
artificial-intelligence-for-trading
Content for Udacity's AI in Trading NanoDegree.
Belief_Propagation-Message_Passing
Static Belief Propagation - Message Passing algorithms for the computation of the magnetization and correlation, at any temperature, in both the spin-glass and ferromagnetic Ising model
Coherence_analysis_of_brain_causal_networks
Signal Processing analysis of sender-receiver causal brain networks and modulator sites reveals the mechanism behing brain communication and neuromodulation.
Deep_Learning_classification_of_brain_modulators
Application of deep learning tools to identify modulators in brain networks
Deep_Learning_for_neural_decoding_of_spleep_awake_brain
Movement classification using Deep Learning on micro-EcoG monkeys' neural data. All the codes are easily extendable to sleep classification for the sleep data.
Ketamine_effects_on_the_brain
Python and Matlab code for the pre-processing and signal processing of Neuropixel LFP signal and single cell analysis. Goal: study the effect of Ketamine in the HPC and PFC
Machine-Learning-basics-course
This are some notes written by me and borrowed from others on git/the web for a course on Machine Learning that I creating to teach. Content created by others will always be credited.
Network-of-Networks-Percolation
Network of Networks construction via percolation procedure
Spin_dynamics_via_Dynamic-Message-Passing
Spin dynamics with Dynamic Message Passing algorithm, Monte Carlo Glauber dynamics, to compute the out-of-equilibrium magnetization and correlation of spin systems on networks
gdelfe's Repositories
gdelfe/Ketamine_effects_on_the_brain
Python and Matlab code for the pre-processing and signal processing of Neuropixel LFP signal and single cell analysis. Goal: study the effect of Ketamine in the HPC and PFC
gdelfe/Coherence_analysis_of_brain_causal_networks
Signal Processing analysis of sender-receiver causal brain networks and modulator sites reveals the mechanism behing brain communication and neuromodulation.
gdelfe/Machine-Learning-basics-course
This are some notes written by me and borrowed from others on git/the web for a course on Machine Learning that I creating to teach. Content created by others will always be credited.
gdelfe/Network-of-Networks-Percolation
Network of Networks construction via percolation procedure
gdelfe/AI-for-Trading
Udacity nanodegree: AI for Trading
gdelfe/artificial-intelligence-for-trading
Content for Udacity's AI in Trading NanoDegree.
gdelfe/Belief_Propagation-Message_Passing
Static Belief Propagation - Message Passing algorithms for the computation of the magnetization and correlation, at any temperature, in both the spin-glass and ferromagnetic Ising model
gdelfe/Collective-Influence-in-Networks
Codes to identify the nodes with the largest collective influence for both directed and undirected graphs
gdelfe/coursera-machine-learning-solutions-python
A repository with solutions to the assignments on Andrew Ng's machine learning MOOC on Coursera
gdelfe/deep-learning
Repo for the Deep Learning Nanodegree Foundations program.
gdelfe/deep-learning-v2-pytorch
Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
gdelfe/Deep_Learning_classification_of_brain_modulators
Application of deep learning tools to identify modulators in brain networks
gdelfe/Deep_Learning_for_neural_decoding_of_spleep_awake_brain
Movement classification using Deep Learning on micro-EcoG monkeys' neural data. All the codes are easily extendable to sleep classification for the sleep data.
gdelfe/Deeplearning.ai-Natural-Language-Processing-Specialization
This repository contains my full work and notes on Coursera's NLP Specialization (Natural Language Processing) taught by the instructor Younes Bensouda Mourri and Łukasz Kaiser offered by deeplearning.ai
gdelfe/dlaicourse
Notebooks for learning deep learning
gdelfe/Spin_dynamics_via_Dynamic-Message-Passing
Spin dynamics with Dynamic Message Passing algorithm, Monte Carlo Glauber dynamics, to compute the out-of-equilibrium magnetization and correlation of spin systems on networks
gdelfe/DS-GA-1003-SPRING-2020-PUBLIC
Machine Learning (DS-GA 1003)
gdelfe/fMRI-preprocessing-Bash-scripts
All the bash scripts for the brain fMRI pre-processing analysis of BOLD time series
gdelfe/Functional-network-construction-from-fMRI-signals
Construction of functional network from fMRI tasked-based data
gdelfe/GML2023
Graph Machine Learning course, Xavier Bresson, 2023
gdelfe/LFP_firefly
LFP analyses for the FF task.
gdelfe/merge-conflicts
gdelfe/Natural-Language-Processing-Specialization
This repo contains my coursework, assignments, and Slides for Natural Language Processing Specialization by deeplearning.ai on Coursera
gdelfe/nd1309-work-code
Include for each Part in the ND Program the applications code.
gdelfe/pydata-book
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
gdelfe/pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
gdelfe/pytorch-cnn-visualizations
Pytorch implementation of convolutional neural network visualization techniques
gdelfe/Sensory_integration_in_navigation_task
Brain dynamic analysis of how sensory information is encoded into the brain to perform a navigation task in a virtual environment for non-human primates
gdelfe/speech-arrest-study
Functional brain network analysis of patients with brain tumor: prediction of speech impairment
gdelfe/tutorials
PyTorch tutorials.