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Neu715 - Neuroscientific Data Analysis using Python

Neu715 - Neuroscientific Data Analysis using Python

Basics

Using notebooks
Variables
Conditionals
Lists
Loops
Tuples and dictionaries
Plotting
Functions
Using external code

Basics - exercises

Variables
Conditionals
Lists
Loops
Composite data types
Plotting
Loops (Part 2)
Functions
External code
Bonus exercises

Numerical computing

Installing packages
Number crunching
Working with files
Tabular data and pandas

Numerical computing exercises

Numerical computing
Working with files
Tabular data and connectomics

Statistics

Statistics with python
Descriptive statistics
Inferential statistics

Statistics exercises

Probability distributions
Descriptive statistics
Inferential statistics

Modeling

Linear regression
Nonlinear regression

Modeling exercises

Linear regression
Nonlinear regression
Visualizing and analyzing neuronal and behavioral data

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By Jan Clemens

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