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#

machine-learning-theory

Here are 22 public repositories matching this topic...

A classified list of meta learning papers based on realm.

  • UpdatedSep 29, 2022

Learn the theory, math and code behind different machine learning algorithms and techniques.

  • UpdatedJul 8, 2022
  • Python

[NeurIPS 2023] The official implementation of "Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition" .

  • UpdatedOct 25, 2025
  • Python

ML course project: investigation on common perceptions of same neural network model with different random seed

  • UpdatedMay 31, 2020
  • Python

📓 Chapter summaries adapted from the textbook "Understanding Machine Learning"

  • UpdatedJan 7, 2018
  • Jupyter Notebook

This repository hosts a progressive series of implementations (Code_v1, Code_v2, and beyond) for deterministic β*-optimization in the Information Bottleneck framework. Includes symbolic fusion, multi-path inference, and Alpay Algebra–driven critical point validation (β* = 4.14144).

  • UpdatedMay 15, 2025
  • Python

A growing list of papers, books, courses and blogs related to machine learning theory and optimization

  • UpdatedAug 30, 2025
  • Shell

Emergent Computational Epistemology: studying AI’s emergent behaviors as non-human epistemic systems.

  • UpdatedSep 4, 2025
  • Python

My personal projects of re-learning machine learning and deep learning algorithms

  • UpdatedOct 28, 2025
  • Jupyter Notebook

Towards understanding Machine Learning theory in 69 days :)

  • UpdatedApr 22, 2025

The homework assignments of 'Machine Learning' from Stanford University in Coursera

  • UpdatedFeb 17, 2017
  • MATLAB

Implementation of a simple Decision Tree Classifier, entirely made in Swift

  • UpdatedApr 4, 2024
  • Swift

Reproducing the results in "Implicit Regularization in ReLU Networks with the Square Loss" using Matlab

  • UpdatedJan 31, 2022
  • MATLAB

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