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Mathematical Tools for Neuroscientists

Introduction

Linear Algebra & Dynamical Systems

Week 1: Vectors
Week 2: Matrices
Week 3: Discrete Dynamics & Eigenstuff
Week 4: Continuous Dynamical Systems & Differential Equations
Week 5: Matrix Decomposition & Dimensionality Reduction
Review
- Homework 1

Probability & Statistics

Week 6: Intro to Probability
Week 7: Intro to Statistics
Week 8: Statistical Encoding & Decoding

Machine Learning

Week 9: Linear Regression
Week 10: Model Selection
Week 11: Clustering & Classification
Week 12: Deep Learning

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By Ella Batty
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