Neu715 - Neuroscientific Data Analysis using Python

You can open and execute the notebooks using this link:

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
• Probability distributions
• 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