A collection of tools for data science and machine learning projects
Project description
dragon-ml-tools
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-tools
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Note: This version is outdated or broken due to dependency incompatibilities.
Optional dependencies
PyTorch, which provides different builds 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-tools[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
handle_excel
logger
MICE_imputation
PSO_optimization
trainer
utilities
VIF_factor
vision_helpers
Project details
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