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lm55-aiml's Introduction

๐Ÿ‘‹ ย  Ciao! I'm Roberto Guidotti

I'm currently a ๐Ÿ‘จโ€๐Ÿ’ป Research Fellow at Department of Neuroscience, Imaging and Clinical Sciences within the Universitร  "Gabriele D'Annunzio" Chieti-Pescara, Italy ๐Ÿ‡ฎ๐Ÿ‡น

I'm part of the MAMBO group ๐Ÿ‘ฏ, that studies models and methods for characterizing brain oscillation ๐Ÿง  ใ€ฐ๏ธ.

My main expertise is in Machine Learning and Multivariate Modeling for fMRI and M/EEG data.

๐Ÿ”—ย  [LinkedIn] - [Twitter] - [Google Scholar]

lm55-aiml's People

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lm55-aiml's Issues

Lectures

  • Course logistic
  • Introduction + History of AI
  • Linear Algebra
  • Probability and Information theory
  • Calculus
  • Introduction to Python
  • Machine Learning basics
  • Unsupervised Learning + k-Means + Hierachical clustering + DBSCAN
  • PCA / ICA
  • Manifold learning + Spectral clustering
  • Gaussian Mixture Models + EM
  • HMM
  • Clustering evaluation
  • scikit-learn clustering + project
  • Supervised Learning Intro + Model selection
  • Linear regression + GLM + PLS
  • Logistic regression + Regularization
  • SVM + Kernels
  • GNB + Nearest Neighbor + LDA
  • Decision Trees + Random Forest
  • Ensemble methods + GP
  • Evaluation of performances + Statistics + Inspection methods + Preprocessing
  • scikit-learn classification
  • Neural network intro + pytorch
  • MLP + Backpropagation
  • CNN
  • RNN
  • Autoencoders
  • GAN + GNN
  • Reinforcement Learning
  • Machine Learning and Neuroscience
  • Dataviz

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