課程資料
課程簡介
What is it EEG from a brain-computer interface point of view, and how to receive clean EEG data during measurement
The main idea of the course is that while we rely on AI, it is crucial for EEG analysis to have clean data. This is because EEG datasets are usually limited, and if the data is noisy, it becomes extremely difficult for AI to accurately extract meaningful information. Therefore, the course emphasizes the importance of obtaining clean data.
Lecture 1: Introduction
Introduction to the course. Why do we need it? What is an EEG from a Brain-Computer interface point of view?
Lecture 2: Is it EEG
How to confirm that the collected data is a clean EEG that can be used for future AI feature extraction
Lecture 3: Before EEG measurement
What is the difference between Active and Passive Electrodes, Wet and Dry Electrodes, and what to choose?
Lecture 4: Start Measure EEG
Recommendations on what needs to be done to minimize noise during the recording of EEG data
Lecture 5: Dataset
Where to find the right EEG dataset, and the main gap for EEG datasets
Lecture 6: How BCI hardware works
How BCI converts microvolt data to a digital format and details about the ADS1299 analog-to-digital converter
Lecture 7. Introduction to Brain-Computer Interface with PiEEG
How to read data with the PiEEG brain-computer interface. Measure EEG with RaspberryPI
Lecture 8. Introduction to Brain-Computer Interface with ardEEG and ironbci
How to read data with the ardEEG and ironbci brain-computer interfaces. Measure EEG with Arduino and STM32
Lecture 9. How to measure EMG and EOG with a Brain-Computer Interface
Details how to measure EMG and EOG with Brain-Computer Interfaces. Locations for Electrodes.
Lecture 10. Improve the result and Conclusion
Future steps
課程章節
- 10 個章節
- 11 堂課
- 第 1 章 Introduction
- 第 2 章 What is it EEG?
- 第 3 章 Before_measurement_Final. Active and Passive Electrodes. Wet and Dry electrodes
- 第 4 章 Noise in EEG
- 第 5 章 EEG dataset
- 第 6 章 How works Brain-Computer interface
- 第 7 章 Introduction to PiEEG. Measure EEG with RaspberryPi
- 第 8 章 Introduction to ardEEG and ironbci. Measure EEG with Arduino and STM32
- 第 9 章 Introduction to EMG and EOG
- 第 10 章 Conclusion
課程內容
- How to measure EEG. What is it EEG from Brain-Computer interface point of view
- Which difference for dry and wet electrodes
- How receive clean EEG data and reduce noise
- How measure EEG with RaspberryPi and Arduino
評價
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NNick Aase
Thanks so much, Doctor Rakhmatulin! I'm starting to get an idea of what we should be looking for when we get things up and running here. I look forward to your other classes!
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DDrmagic1993
thanks alot for this beautiful course
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LLeisan
Its really, very clear explanation for receive clean EEG data
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AArmen Arni
The best course for BCI!