Week | Date | Lecturer | Topics | Materials and Assignments |
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Week 1 | 9/26 Tue |
Ehsan Adeli Qingyu Zhao Kilian Pohl |
Course outline, What is the brain
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9/28 Thu | Ehsan Adeli | Intro to Multivariate Analysis | ||
Week 2 | 10/3 Tue | Kilian Pohl | Traditional MRI Processing | |
10/5 Thu | Kyan Younes |
Brain Anatomy and Neuroimaging Basics |
(Extra class for 4-unit students) Python Basics / Numpy / ScikitLearn [Hands on] (1.5 hours) | |
Week 3 | 10/10 Tue | Qingyu Zhao |
Intro to Statistical Analysis - including intro to hypothesis testing |
Homework 1 released |
10/12 Thu |
Ehsan Adeli |
In-Depth Machine Learning - Connection with Hypothesis Testing - Dimensionality reduction, Feature Selection |
(Extra class for 4-unit students) ML Supervised & Unsupervised Learning (1.5 hours) | |
Week 4 | 10/17 Tue | Kilian Pohl |
ML-based MR Preprocessing - EM for image inhomogenety - PCA for noise - ICA network " | Homework 2 released |
10/19 Thu | Camila Gonzalez |
Hands on Statistics & ML (Python) - application to MRI" |
(Extra class for 4-unit students) ML Q/A (1 hour) | |
Week 5 | 10/24 Tue | Kilian Pohl | Brain Structural Analysis | Homework 1 due |
10/26 Thu | Midterm exam Project proposal presentation |
Homework 3 released | ||
Week 6 | 10/31 Tue | Kilian Pohl | Longitudinal Analysis | Homework 2 due |
11/2 Thu | Ehsan Adeli | Confounders and Metadata | (Extra class for 4-unit students) MRI Generative Models (1 hour) | |
Week 7 | 11/7 Tue | Democracy Day, No classes | ||
11/9 Thu | Kilian Pohl |
Connectome Based Modeling I | (Extra class for 4-unit students) ML/Python Libraries for Connectome Analysis (1 hour) | |
Week 8 | 11/14 Tue | Russ Poldruck | Largescale Neuroimage Analysis & OpenNeuro | Homework 4 released |
11/16 Thu | Qingyu Zhao |
Connectome Based Modeling II | Homework 3 due | |
Week 9 | Thanksgiving | No Classes | ||
Week 10 | 11/28 Tue | Ehsan Adeli | Generative AI and Applications to Neuroscience | |
11/30 Thu | TBD | Models for Clinical Neuroimaging | Homework 4 due (Extra class) Projects Q/A (1 hour) |
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Week 11 | 12/5 Tue | Project presentation | ||
12/7 Thu | Project presentation | |||
Week 12 | 12/12 Tue | Final exam |