This is the Linux app named PRML whose latest release can be downloaded as PRMLsourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.
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PRML
DESCRIPTION
PRML repository is a respected and well-maintained project that implements the foundational algorithms from the famous textbook Pattern Recognition and Machine Learning by Christopher M. Bishop, providing a practical and accessible Python reference for both students and professionals. Rather than just summarizing concepts, the repository includes working code that demonstrates linear regression and classification, kernel methods, neural networks, graphical models, mixture models with EM algorithms, approximate inference, and sequential data methods — all following the book’s structure and notation. Many of these algorithms are paired with Jupyter notebooks that let users interact with the code, visualize results, and experiment with parameters in a way that deeply strengthens theoretical understanding.
Features
- Algorithm implementations for PRML textbook chapters
- Interactive Jupyter notebooks for learning and experimentation
- Probabilistic models including neural networks and mixtures
- Scientific Python stack with NumPy, SciPy, and optional plotting
- Code examples paired with theoretical explanations
- MIT open-source license for reuse
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/prml.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
