Installation ============ .. note:: Universal ML Framework requires Python 3.7 or higher. Install from PyPI ----------------- The easiest way to install Universal ML Framework is using pip: .. code-block:: bash pip install universal-ml-framework Install from Source ------------------- For the latest development version: .. code-block:: bash git clone https://github.com/yourusername/universal-ml-framework.git cd universal-ml-framework pip install -e . Requirements ------------ Universal ML Framework depends on the following packages: * **pandas** >= 1.3.0 - Data manipulation and analysis * **scikit-learn** >= 1.0.0 - Machine learning algorithms * **numpy** >= 1.21.0 - Numerical computing * **joblib** >= 1.0.0 - Model persistence These will be installed automatically when you install the package. Verify Installation ------------------- To verify that the installation was successful: .. code-block:: python from universal_ml_framework import UniversalMLPipeline print("✅ Installation successful!") .. tip:: If you encounter any installation issues, try upgrading pip first: .. code-block:: bash pip install --upgrade pip