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: Foundations1. Philosophy2. From 0 to 0.01Part II: Neural Data Analysis3. Wrangling Spike Trains4. Correlating Spike Trains5. Analog Signals6. Biophysical ModelingPart III: Going Beyond the Data7. Regression8. Dimensionality Reduction9. Classification and Clustering10. Web Scraping
