ML/DL with a focus on Neuroscience - SynAGE workshop
Welcome!
Workshop overview
Setup for the workshop
Outline
Course prerequisites
Introduction to the (unix) command line: bash
Introduction to git and github
Introduction to the jupyter ecosystem & notebooks
Introduction to Python
Introduction to NumPy
Introduction to SciPy
Introduction to Visualization in python
Introduction to Statistics in python
Introduction to scikit-learn & scikit-image
Using Python for neuroimaging data - NiBabel
Using Python for neuroimaging data - Nilearn
Introduction
General introduction & organization
Models, AI and all other buzz words
Machine learning
Supervised or unsupervised & model types
Model evaluation & cross-validation
Tuning an estimator
Deep learning
Deep learning basics
Build and train your neural network
Yoga and/or dance break
Workshop feedback
Code of Conduct
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