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ctgk/PRML Alternatives

educational machine learning algorithms / PRML

Python implementations of PRML algorithms presented as Jupyter notebooks

11.7kJupyter NotebookMITslowing ยท last push 1.5y agoGitHub

Drop-in peers

Same problem, same approach. Swapping one for another is a config change, not a rewrite.

trekhleb/homemade-machine-learningGitHub

Use this if you want broader ML algorithms with explanations in Jupyter rather than PRML-specific content

๐Ÿค– Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

24.8k
Jupyter Notebook
MIT
slowing11mo ago

Same job, different approach

Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.

rushter/MLAlgorithmsGitHub

Use this if you want minimal implementations as plain Python code with no PRML textbook narrative

Minimal and clean examples of machine learning algorithms implementations

11.2k
Python
MIT
active5mo ago

Listed as an alternative to

These projects were analysed and named PRML among their alternatives. The relationship is not symmetric โ€” how PRML rates them is a separate judgement, made when PRML is analysed in its own right.

trekhleb/homemade-machine-learningGitHub

calls PRML โ€œChoose for implementations aligned with Bishop's PRML book, but stale.โ€

๐Ÿค– Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

24.8kJupyter Notebookslowing