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mathematics-for-ml

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Phantom-fs / Mathematics-for-Machine-Learning

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MATHEMATICS FOR MACHINE LEARNING Coursera Specialization by IMPERIAL COLLEGE LONDON

machine-learning calculus solutions vector linear-algebra coursera eigenvectors coursera-machine-learning principal-component-analysis eigenvalues mathematics-machine-learning coursera-specialization imperial-college-london mathematics-for-computerscience multivariate-calculus mathematics-for-ml mathematics-for-machine-learning-linear-algebra mathematics-for-machine-learning-pca mathematics-for-machine-learning-multivariate mathematics-for-machine-learning-calculus
  • Updated Jul 20, 2023
  • Jupyter Notebook

asifehmad / Machine-Learning-Lecture-Slides-ES-442

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Complete lecture slides for Machine Learning (ES-442) at GIK Institute, Fall 2025. Covers Supervised Learning (Decision Trees, SVM, Neural Networks), Unsupervised Learning (Clustering, SOM), and Reinforcement Learning (MDPs, Q-Learning, Deep RL).

machine-learning machine-learning-algorithms reinforcement-learning-algorithms artificial-neural-networks machinelearning unsupervised-learning-algorithms mathematics-machine-learning lecture-slides machine-learning-models supervised-learning-algorithms introduction-to-machine-learning mathematics-for-ml artificial-neural-networks-and-deep-learning mathematics-for-ai lecture-slides-machine-learning machine-learnin-lecture-slides machine-learning-lectures
  • Updated Jan 15, 2026

DylanJohnston / mml-solutions-and-code

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From the popular book "Mathematics for Machine Learning". My solutions to the exercises from Part I. Also, notebooks with concrete examples of concepts from Part II.

machine-learning optimization linear-regression linear-algebra probability mathematics gaussian-mixture-models dimensionality-reduction probability-distributions support-vector-machines matrix-decompositions vector-calculus analytic-geometry mathematics-for-ml
  • Updated Aug 11, 2025
  • Jupyter Notebook

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