license: cc-by-nc-sa-4.0
language:
- en
- tr
pipeline_tag: text-generation
tags:
- eeg
- epilepsy
- emotion
- bci
- seizure
- brain
- neuroscience
- neuro
- neural
- health
- healthcare
- medical
- ai
- alzheimer
- assistant
- future
- clinical
- deep-learning
- machine-learning
library_name: keras
bai-Mind-8 Models
Definition
bai Models are trained to recognize various tasks from brain waves. These versions are suitable for everyday use. They work with 8-channel EEG devices and are fully compatible with Neuramax.
This model family is a language model trained to transfer sentences from our minds to a computer. The model has been trained entirely for experimental purposes and is open to further development.
Performance Metrics
| Model | Size | Parameters | Accuracy | Recall | F1 Score | Precision |
|---|---|---|---|---|---|---|
| bai-Mind-8 v1 | 1.65GB | 148.23M | 18% | 79.3% | 73.5% | 68.6% |
Model Applications and Informations
bai-Mind-8 v1
Definition
The bai-Mind-8 v1 model has been trained to work on 8-electrode EEG devices. It is the first of its kind in the world in the field of mind-language models. It has used the ZUCO dataset and other tokenizer models.
Warning: This model shows low accuracy. All usage details and model architecture are located in the “v1” folder.
Dataset Citation
ZuCo Dataset v1: https://osf.io/q3zws/files/
Limitations & Considerations
Important Notes:
- Medical Use: This models is for research purposes and should NOT replace professional medical diagnosis.
- Feature Dependency: Requires specific feature extraction pipeline.
- Patient Variability: Performance may vary across different patients.
- Data Privacy: EEG data must be handled with strict confidentiality.
Acknowledgments
Some of these models use Neurazum's proprietary datasets. The data is closed-source and subject to privacy regulations. Models using open-source datasets are INDICATED.
Note
Use at your own risk. Due to the complexity of EEG signals and patient variability, accuracy rates may vary. The model should be used as a supportive tool, not as a replacement for professional medical judgment. Since the data belongs to , the function structure may change in future models.
License
CC-BY-NC-SA 4.0 - see LICENSE for details.
Support
- Website: Neurazum
- Email: contact@neurazum.com
For a future that combines artificial intelligence and neuroscience! 🧠⚡
Neurazum AI Department