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  • Chapman University
  • Orange County, CA
  • LinkedIn in/ugonunes

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UgoBruzadin/README.md

Hi there 👋, I'm Ugo Bruzadin Nunes, PhD

Welcome to my GitHub! I'm a PostDoctoral Fellow at Chapman University, specializing in data science with focus on computational neuroscience research. Originally from Brazil, I got my PhD with focus on Psychology with focus on Cognitive Neuroscience, but fell in love with Data Science and Computational Neuroscience. My expertise is in solving complicated problems, bringing insights from complex data, and accelerating data processing.

About Me

I am passionate about developing scripts to process and analyze EEG/EMG data using Matlab, R, and Python. My research focuses on:

  • 🔭 Current Projects:
    • Triangulating the Neural Correlates of Consciousness
    • Identifying Novel Neural Correlates of Consciousness in Inattentional Blindness

Skills

  • Programming Languages: Matlab, R, Python, JavaScript, SQL
  • Techniques: Machine Learning (SciKit-Learning), Deep Neural Networks (Keras-Tensorflow, Pytorch), Time-series analysis
  • Currently Learning: NLPs, LLMs

Favorite Projects

Here are some of my favorite projects that showcase my work:

  • Project 1: Decoding EEG/ERP Across Tasks and Time - A moving-window cross-validation implementation for ML decoding and testing over time - pipeline to and compare multiple models' AUC, accuracy, f1-score (Jupyter Notebook - Python [Keras, TensorFlow, Scikit-Learn, XGboost, Numpy, Scipy, Pandas, Pickle, Matplotlib, Seaborn, MNE])
  • Project 2: Using CNN to decode EEG - Created a 3D Convolutional Neural Network to decode brain signals over time (Jupyter Notebook - Python [Keras, TensorFlow, Numpy, Pandas, Pickle, Matplotlib, Seaborn, MNE])
  • Project 3: QuickLab - A comprehensive toolkit for EEGLAB for processing and analyzing EEG data (MATLAB, [EEGLAB, Fieldtrip, Signal Processing Toolbox, Parallel Computing, Cuda-ICA])
  • Project 4: XTTS read-outloud - A Chrome extension to train voice models using XTTS2 and read outloud any text on chrome. This is a fork, but I redesigned the whole interface (HTML, JavaScript, CSS, JSON)
  • Project 5: Mental Imagery and Tracking Experiments - Created an 5 tasks for my Master's Thesis experiments, including multi-object tracking, mental rotation, and mouse-object traking (PHP, HTML, JavaScript, CSS, SQL)

Get in Touch

  • 💬 Ask me about: EEG/EMG, Machine Learning, Deep Neural Networks
  • 📫 Email me
  • 💼 LinkedIn

Fun Facts

  • 😄 Pronouns: He/Him/His
  • Fun fact: I am from Brazil, but I love hockey!

Feel free to explore my repositories and reach out if you have any questions or collaboration ideas!

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  1. QuickLab QuickLab Public

    QuickLab is a plugin for EEGLAB. It contains a library of functions made to improve EEG data processing. The primary program is the Advanced EEG Data Editor, which centralizes all the functions I c…

    MATLAB 2

  2. Triangulation_Project Triangulation_Project Public

    In sum, this projects' goal was to show that it is feasible to use the model from one experiment to decode the other two, and therefore show that they share a common neural signal.

    Jupyter Notebook 1

  3. CNN_benchmark_EEG_Blindness CNN_benchmark_EEG_Blindness Public

    I created this pipeline to compare a 1D, 2D, and 3D Conv Net on EEG data, to see which faired best to identify participants who are blinded and not blinded at an Innatentional Blindness paradigm. T…

    Jupyter Notebook

  4. Inverse_ICA Inverse_ICA Public

    This is an EEGLAB extension that allows for the importation of cleaner (or dirtier) ICA/PCA components to better clean data.

    MATLAB 1

  5. eeglab eeglab Public

    Forked from sccn/eeglab

    A modded EEGLAB fork to centralize the defaults, and new scripts used by the INL team at SIU.

    MATLAB 1

  6. Violing-Plot-Script-for-EEG Violing-Plot-Script-for-EEG Public

    I created this sinmple script to plot a violing plot of our data for a grant application.