Wiki source code of Notebooks
Version 1.1 by manuelmenendez on 2025/02/02 00:43
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1 | ~== Neurodiagnoses: Jupyter Notebooks == | ||
2 | Welcome to the Jupyter Notebooks Hub for the Neurodiagnoses project. | ||
3 | Here, you will find a collection of AI-powered notebooks used for processing biomarkers, training AI models, and performing neuroimaging analysis. | ||
4 | |||
5 | ~-~-- | ||
6 | |||
7 | ~=== Available Notebooks === | ||
8 | Below is a list of Jupyter Notebooks available in EBRAINS. Click on any notebook to open it. | ||
9 | |||
10 | ~1. ~*~*Biomarker Classifier~*~* | ||
11 | Link: [Open Notebook](https:~/~/lab.jsc.ebrains.eu/hub/user-redirect/lab/tree/shared/Neurodiagnoses/biomarker_classifier.ipynb) | ||
12 | Description: Trains a machine learning model to classify patients based on biomarkers (Amyloid-beta, Tau, NFL). | ||
13 | Usage: Run all cells to train the model and generate predictions. | ||
14 | |||
15 | 2. ~*~*MRI Feature Extraction~*~* (Coming Soon) | ||
16 | Link: Notebook Link TBD | ||
17 | Description: Uses AI to extract neuroanatomical features from MRI scans. | ||
18 | Usage: Upload MRI data and run the script to generate reports. | ||
19 | |||
20 | 3. ~*~*EEG Analysis with Deep Learning~*~* (Coming Soon) | ||
21 | Link: Notebook Link TBD | ||
22 | Description: Uses deep learning models to analyze EEG patterns and detect abnormalities. | ||
23 | Usage: Load EEG recordings and apply pre-trained AI models. | ||
24 | |||
25 | ~-~-- | ||
26 | |||
27 | ~=== How to Run Notebooks === | ||
28 | To use the notebooks, follow these steps: | ||
29 | |||
30 | ~1. Click on a notebook link above to open it inside EBRAINS Jupyter Lab. | ||
31 | 2. If prompted, select the Python 3 (ipykernel) kernel. | ||
32 | 3. Run each cell sequentially (Shift + Enter). | ||
33 | 4. Check outputs and modify parameters as needed. | ||
34 | 5. Download results if necessary. | ||
35 | |||
36 | ~-~-- | ||
37 | |||
38 | ~=== Contribute a New Notebook === | ||
39 | Do you have a notebook to contribute? Follow these steps: | ||
40 | |||
41 | ~1. Create a new Jupyter Notebook in EBRAINS. | ||
42 | 2. Save it inside `/shared/Neurodiagnoses/`. | ||
43 | 3. Add the notebook link to this page. | ||
44 | 4. Ensure documentation is included in the first cell. | ||
45 | |||
46 | ~-~-- | ||
47 | |||
48 | ~=== Additional Resources === | ||
49 | - EBRAINS Jupyter Lab: [Visit Here](https:~/~/lab.jsc.ebrains.eu/) | ||
50 | - GitHub Repository: [Neurodiagnoses GitHub](https:~/~/github.com/manuelmenendezgonzalez/neurodiagnoses) | ||
51 | - Project Wiki: [Neurodiagnoses Wiki](https:~/~/wiki.ebrains.eu/bin/view/Collabs/neurodiagnoses/) | ||
52 |