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:

pip install universal-ml-framework

Install from Source

For the latest development version:

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:

from universal_ml_framework import UniversalMLPipeline
print("✅ Installation successful!")

Tip

If you encounter any installation issues, try upgrading pip first:

pip install --upgrade pip