External Links
NumPy
- Official Website: https://numpy.org
- Documentation: https://numpy.org/doc/stable
- GitHub Repository: https://github.com/numpy/numpy
NumPy is a fundamental package for scientific computing in Python. It provides:
- A powerful N-dimensional array object
- Sophisticated broadcasting functions
- Tools for integrating C/C++ code
- Useful linear algebra, Fourier transform, and random number capabilities
SciPy
- Official Website: https://scipy.org
- Documentation: https://docs.scipy.org/doc/scipy
- GitHub Repository: https://github.com/scipy/scipy
SciPy is a scientific computing library that builds on NumPy. It provides:
- Optimization algorithms
- Linear algebra operations
- Signal and image processing tools
- Statistical functions
NetworkX
- Official Website: https://networkx.org
- Documentation: https://networkx.org/documentation/stable
- GitHub Repository: https://github.com/networkx/networkx
NetworkX is a Python package for complex networks. It provides:
- Graph creation and manipulation
- Network structure and analysis algorithms
- Network visualization tools
- Large collection of graph algorithms
Scikit-learn
- Official Website: https://scikit-learn.org
- Documentation: https://scikit-learn.org/stable
- GitHub Repository: https://github.com/scikit-learn/scikit-learn
Scikit-learn is a machine learning library for Python. It provides:
- Classification, regression, and clustering algorithms
- Model selection and evaluation tools
- Preprocessing and feature engineering utilities
- Comprehensive documentation and examples
PyTorch
- Official Website: https://pytorch.org
- Documentation: https://pytorch.org/docs/stable/index.html
- GitHub Repository: https://github.com/pytorch/pytorch
PyTorch is an open source machine learning framework. It provides:
- Dynamic computational graphs
- GPU acceleration
- Deep neural network building blocks
- Rich ecosystem of tools and libraries
PyTorch Geometric
- Official Website: https://pytorch-geometric.readthedocs.io
- Documentation: https://pytorch-geometric.readthedocs.io/en/latest
- GitHub Repository: https://github.com/pyg-team/pytorch_geometric
PyTorch Geometric (PyG) is a library for deep learning on irregular input data. It provides:
- Graph Neural Network implementations
- Various graph datasets
- Common graph operations
- Efficient sparse matrix operations