sisense-automl

sisense-automl is a Python package for automating machine learning processes using Sisense and AutoML. It provides easy-to-use interfaces for data preprocessing, model training, and evaluation.

⚠️ Disclaimer

This package is not an official feature supported by Sisense. It is an independent project demonstrating how AutoML can be integrated with Sisense. Use at your own discretion, and note that Sisense does not provide support for this package.

⚠️ Compatibility Warning

This package requires Python 3.9 to function correctly. Please ensure you are using the correct Python version.

Why only Python 3.9?

• Auto-sklearn does not support Python 3.10 or newer.
• Scikit-learn 0.24.0 (required by Auto-sklearn) works best with Python 3.9.
• NumPy 1.23+ removed numpy.distutils, which some dependencies rely on.

Features

• Preprocesses data by handling duplicates, splitting numerical and categorical features, and encoding them appropriately.
• Splits data into training and testing sets.
• Uses auto-sklearn for training classification and regression models.
• Saves trained models and datasets for later use.

Installation

You can install the package using pip:

pip install sisense-automl

System-Level Dependencies

Before installing the package, make sure you have the following system-level dependencies:

sudo apt-get install swig -y

Python-Level Dependencies

The package will automatically install the required Python dependencies as specified in setup.py.

Usage

Here is a basic example of how to use the 'sisense-automl' package:

import pandas as pd
from sisense_automl import AutoMl

# Load your dataset
data = pd.read_csv("your_dataset.csv")

# Define your target column and objective
target_column = "target"
objective = "classification"  # or "regression"

# Define the folder path to save models and data
folder_path = "your_folder_path"

# Create an AutoMl instance and run the process
automl = AutoMl(data, target_column, objective, folder_path)

License

This project is licensed under the MIT License. See the LICENSE file for more details.

Author

Himanshu Negi - himanshu.negi.08@gmail.com

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.