A collection of tools for data science and machine learning projects.
Project description
dragon-ml-toolbox
A collection of Python utilities for data science and machine learning, structured as a modular package for easy reuse and installation.
Features
- Modular scripts for data exploration, logging, machine learning, and more.
- Designed for seamless integration as a Git submodule or installable Python package.
Installation
Python 3.10+ recommended.
Via PyPI
Install the latest stable release from PyPI:
pip install dragon-ml-toolbox
Via GitHub (Editable)
Clone the repository and install in editable mode with optional dependencies:
git clone https://github.com/DrAg0n-BoRn/ML_tools.git
cd ML_tools
pip install -e .
Via conda-forge
Install from the conda-forge channel:
conda install -c conda-forge dragon-ml-toolbox
Note: This version is outdated or broken due to dependency incompatibilities. Use PyPi instead.
Optional dependencies
FreeSimpleGUI
Wrapper library used to build powerful GUIs. Requires the tkinter backend.
pip install dragon-ml-toolbox[gui]
PyTorch
Different builds available depending on the platform and hardware acceleration (e.g., CUDA for NVIDIA GPUs on Linux/Windows, or MPS for Apple Silicon on macOS).
Install the default CPU-only version with
pip install dragon-ml-toolbox[pytorch]
To make use of GPU acceleration use the official PyTorch installation instructions:
Usage
After installation, import modules like this:
from ml_tools.utilities import sanitize_filename
from ml_tools.logger import custom_logger
Available modules
data_exploration
datasetmaster
ensemble_learning
ETL_engineering
GUI_tools
handle_excel
logger
MICE_imputation
ML_callbacks
ML_evaluation
ML_trainer
ML_tutorial
PSO_optimization
RNN_forecast
utilities
VIF_factor
Project details
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