Update README.md

README.md

@@ -21,7 +21,7 @@ A user-friendly, accessible neuro-music studio for motor rehabilitation and crea
 - **DJ Mode:** After all four layers are added, apply real-time audio effects (Echo, Low Pass, Compressor, Fade In/Out) to remix your composition using new brain commands.
 - **Seamless Playback:** All completed layers play continuously, with smooth transitions and effect toggling.
 - **Manual Classifier:** Test the classifier on individual movements and visualize EEG data, class probabilities, and confusion matrix.
-- **Accessible UI:** Built with Gradio for easy use in browser or on Hugging Face Spaces.
+- **Accessible UI:** Built with Gradio for easy use in a browser or on Hugging Face Spaces.
 
 ## How It Works
 
@@ -35,7 +35,7 @@ A user-friendly, accessible neuro-music studio for motor rehabilitation and crea
    - Effects are sticky and only toggle every 4th repetition for smoothness.
 3. **Manual Classifier:**
    - Switch to the Manual Classifier tab to test the model on random epochs for each movement.
-   - Visualize predictions, probabilities, and confusion matrix.
+   - Visualize predictions, probabilities, and the confusion matrix.
 
 ## Project Structure
 
@@ -57,7 +57,7 @@ SoundHelix-Song-6/    # Demo audio stems (bass, drums, instruments, vocals)
    pip install -r requirements.txt
    ```
 2. **Add required data:**
-   - Ensure the `SoundHelix-Song-1/` folder with all audio stems (`bass.wav`, `drums.wav`, `instruments.wav` or `other.wav`, `vocals.wav`) is present and tracked in your repository.
+   - Ensure the `SoundHelix-Song-6/` folder with all audio stems (`bass.wav`, `drums.wav`, `instruments.wav` or `other.wav`, `vocals.wav`) is present and tracked in your repository.
    - Include at least one demo EEG `.mat` file (as referenced in your `DEMO_DATA_PATHS` in `config.py`) for the app to run out-of-the-box. Place it in the correct location and ensure it is tracked by git.
 3. **Run the app:**
    ```bash
@@ -70,7 +70,7 @@ SoundHelix-Song-6/    # Demo audio stems (bass, drums, instruments, vocals)
 
 - Ready for Hugging Face Spaces or any Gradio-compatible cloud platform.
 - Minimal `.gitignore` and clean repo for easy deployment.
-- Make sure to include all required audio stems and at least two demo `.mat` EEG file in your deployment for full functionality.
+- Make sure to include all required audio stems and at least two demo `.mat` EEG files in your deployment for full functionality.
 
 ## Credits