EEG/ERP Analysis with Python and MNE: An Introductory Course

سرفصل های دوره

From Brain Signal Basics to Advanced Analysis

1. Introduction to EEG

1. A short history

2. The Origins of EEG data

3. How to record EEG

4. What is a Good EEG

2. Frequency and time domain analyses

1. Different types of brain frequencies

2. Frequency analysis

3. Time-domain analysis and ERP

4. Time-frequency analysis

3. The essence of artifacting

1. Different types of noises

2. A symphony of noises in action

3. Filters

4. Start working with Python

1. ANACONDA installation

2. Basics of coding-Variables

3. Basics of coding-Dictionary

4. Working with functions

5. Control statements

6. Plotting

7. MNE Installation

5. Pre-processing with MNE-Python

1. Importing and reviewing EEG data with MNE

2. Filtering the data with MNE

3. Saving steps into files

4. Removing artifacts considering ICA

5. Manual removal of remaining artifacts

6. Frequency analysis in Python and MNE

1. Importing EEG in Python

2. Frequency analysis in Python with FFT

3. Frequency analysis in MNE

4. Building custom frequency topographic maps

7. Review of important ERPs

1. Time course of stimuli in the brain

2. The P300 component

3. The N170 component

4. The language-related components

5. Age and development ERP issues

8. ERP and time-frequency analysis in Python and MNE

1. Trial-based EEG data

2. Visualize single trials in Python

3. Compute mean ERPs in Python

4. Structure of EEG data with seperate condition

5. Attaching labels to continues EEG data in MNE

6. Epoching the events for MNE

7. Compute and visualize ERPs in MNE

8. Compute and visualze time-frequency in MNE

9. Final words

9. Extra+Advance with ChatGPT

1. Extra Advance with ChatGPT

2. Example

3. ChatGPT Prompts.html

10. Course Materials

1.1 basicsofcoding.zip

1.2 edf eeg.zip

1.3 eegfiltered.zip

1.4 erd ers.zip

1.5 erpandtf py mne.zip

1.6 freqpymne.zip

1.7 Labels.txt

1.8 One Ch EEG.txt

1.9 preprocessingmne.zip

1.10 trial-based.zip

1. Course Materials.html

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تولید کننده: Udemy