Music generation

Music Generation using LSTM/READme.md

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+# Music Generation
+Welcome to the Music Generation! This project uses Long Short-Term Memory (LSTM) neural networks to generate music. LSTMs are a type of recurrent neural network (RNN) that are well-suited to sequence prediction problems, making them ideal for generating music.
+
+- [Music Generation](#music-generation)
+  - [Introduction](#introduction)
+  - [Installation](#installation)
+  - [Usage](#usage)
+    - [Preprocessing Data](#preprocessing-data)
+    - [Training the Model](#training-the-model)
+    - [Generating Music](#generating-music)
+  - [Training the Model](#training-the-model-1)
+  - [Generating Music](#generating-music-1)
+  - [Some Examples](#some-examples)
+    - [Real Sample 1](#real-sample-1)
+    - [Generated Sample 1](#generated-sample-1)
+    - [Real Sample 2](#real-sample-2)
+    - [Generated Sample 2](#generated-sample-2)
+  - [Contributing](#contributing)
+  - [License](#license)
+
+
+## Introduction
+This project aims to create a music generation model. By training the model on a dataset of MIDI files, the LSTM can learn to generate new music sequences that mimic the style of the training data.
+
+## Installation
+To set up the project:
+
+* Clone the repository: Download the project files from GitHub.
+* Create a virtual environment: Isolate the project's dependencies.
+* Install dependencies: Install the required Python libraries.
+## Usage
+### Preprocessing Data
+
+### Training the Model
+
+### Generating Music
+
+## Training the Model
+The script loads the preprocessed data, defines the LSTM model architecture, and trains the model. The trained model is saved.
+
+## Generating Music
+The generate_music.py script uses the trained LSTM model to generate new music sequences. The output can be saved as MIDI files for further use.
+
+## Some Examples
+### Real Sample 1
+
+
+
+https://github.com/Soubeer/ML-CaPsule/assets/112920816/f68199cd-fa66-4e68-adf0-212005090a1e
+
+
+### Generated Sample 1
+
+https://github.com/Soubeer/ML-CaPsule/assets/112920816/61f6ecba-f55a-4fd6-9126-5f9994ec7307
+
+
+### Real Sample 2
+
+https://github.com/Soubeer/ML-CaPsule/assets/112920816/386da0ce-2568-49b7-8692-7ce5b53df7fe
+
+
+### Generated Sample 2
+
+https://github.com/Soubeer/ML-CaPsule/assets/112920816/e1c94cd4-31c5-462d-aa22-c3872e3112a3
+
+
+## Contributing
+Contributions are welcome! If you have suggestions for improvements or new features, feel free to open an issue or submit a pull request. Here's how you can contribute:
+
+* Fork the repository.
+* Create a new branch (git checkout -b feature-branch).
+* Make your changes.
+* Commit your changes (git commit -am 'Add new feature').
+* Push to the branch (git push origin feature-branch).
+* Open a pull request.
+## License
+This project is licensed under the MIT License.
+