Description
A Primer with MATLAB® and Python™ present important information on the emergence of the use of Python, a more general purpose option to MATLAB, the preferred computation language for scientific computing and analysis in neuroscience.This book addresses the snake in the room by providing a beginner's introduction to the principles of computation and data analysis in neuroscience, using both Python and MATLAB, giving readers the ability to transcend platform tribalism and enable coding versatility.- Includes discussions of both MATLAB and Python in parallel- Introduces the canonical data analysis cascade, standardizing the data analysis flow- Presents tactics that strategically, tactically, and algorithmically help improve the organization of code
Table of Contents
Part I: Foundations 1. Philosophy 2. From 0 to 0.01Part II: Neural Data Analysis 3. Wrangling Spike Trains 4. Correlating Spike Trains 5. Analog Signals 6. Biophysical ModelingPart III: Going Beyond the Data 7. Regression 8. Dimensionality Reduction 9. Classification and Clustering 10. Web Scraping
