machine-learning-theory
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A classified list of meta learning papers based on realm.
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Sep 29, 2022
Learn the theory, math and code behind different machine learning algorithms and techniques.
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Jul 8, 2022 - Python
[NeurIPS 2023] The official implementation of "Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition" .
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Oct 25, 2025 - Python
ML course project: investigation on common perceptions of same neural network model with different random seed
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May 31, 2020 - Python
Implementation is to use gradient descent to find the optimal values of θ that minimize the cost function.
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Mar 1, 2025 - Python
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Sep 20, 2022 - Jupyter Notebook
📓 Chapter summaries adapted from the textbook "Understanding Machine Learning"
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Jan 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).
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May 15, 2025 - Python
A growing list of papers, books, courses and blogs related to machine learning theory and optimization
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Aug 30, 2025 - Shell
Emergent Computational Epistemology: studying AI’s emergent behaviors as non-human epistemic systems.
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Sep 4, 2025 - Python
Official code repository for Distributional Autoencoders Know the Score, NeurIPS 2025
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Oct 25, 2025 - Jupyter Notebook
My personal projects of re-learning machine learning and deep learning algorithms
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Oct 28, 2025 - Jupyter Notebook
Towards understanding Machine Learning theory in 69 days :)
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Apr 22, 2025
AI labs - solutions
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Jun 1, 2024 - Jupyter Notebook
The homework assignments of 'Machine Learning' from Stanford University in Coursera
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Feb 17, 2017 - MATLAB
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Mar 1, 2025 - HTML
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Mar 1, 2025 - HTML
Implementation of a simple Decision Tree Classifier, entirely made in Swift
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Apr 4, 2024 - Swift
Reproducing the results in "Implicit Regularization in ReLU Networks with the Square Loss" using Matlab
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Jan 31, 2022 - MATLAB
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Mar 1, 2025 - HTML
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