AI in neurosciences workshop
REMOTE SESSION

Day 1 : Artificial Intelligence

Automation
Artificial intelligence
Machine learning
Machine learning types
From machine learning to deep learning
Fundamentals of neural networks
Narrow AI and General AI

Python installation
Setting python enviroment
Data types
Scikit-learn library
Pandas library

From automation to deep learning

Introduction to machine learning-oriented python programming

Day 2: Fondamentals of machine learning

Feature extraction
Dimensionality reduction
Supervised vs unsupervised
Classification vs regression
Linear and logistic regresion
K-NN
K-means

Introduction to Neuroscientific Data Types (EEG, fNIRS, fMRI)
Application of ML algorithms to analyze and interpret neuroimaging data (Alzheimer's disease prediction, brain tumor classification)
Deep Learning for Real-Time Neurofeedback (real-time analysis of EEG data)
AI technologies in the rehabilitation of neurological disorders (stroke, spinal cord injuries)

Implement a machine learning pipeline for a neuroscience related application

Machine learning concepts and strategies

Applications of IA in neurosciences

Hands-on on machine learning aplication

Day 3: Introduction to AI in neurosciences

Implement a deep learning pipeline for a neuroscience related application

Q&A session

Hands-on on deep learning application

Difficulty: Beginner

23-25 of October / 13-15 November / 9-11 of December

/ 16-18 of December

3 Day-workshop in remote session

Total Price : 150 euros (VAT excluded)

Pay now 50 euros (VAT excluded) to book your date and 100 euros (VAT excluded) before 30 days from the start of the session

For any doubt or question do not hesitate to contact us !

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