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Neural Decoding of Spike Trains and Local Field Potentials with Machine Learning in Python
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- 1 Introduction
- 2 Overview
- 3 Example spike train
- 4 Stimulus
- 5 Why neural decoding is important
- 6 Pipeline of coding analysis
- 7 Crossvalidation
- 8 Data set
- 9 Experiment
- 10 Explanation
- 11 Brain videos
- 12 Objectives
- 13 Title
- 14 Open source packages
- 15 Machine learning basics
- 16 Linear support vector machine
- 17 Extra trees
- 18 Cross validation
- 19 Tutorial
- 20 Anaconda
- 21 Jupiter
- 22 Random Forest
- 23 Notebook
- 24 Loading the data
- 25 Loading the motion data
- 26 Plot function
- 27 Changing number of trials
- 28 Defining the classifier