{"id":18538286,"url":"https://github.com/lastancientone/mathematics_for_machine_learning","last_synced_at":"2025-08-11T07:13:24.307Z","repository":{"id":108734976,"uuid":"128876348","full_name":"LastAncientOne/Mathematics_for_Machine_Learning","owner":"LastAncientOne","description":"Learn the mathematics behind machine learning and explore various mathematical concepts within machine learning.","archived":false,"fork":false,"pushed_at":"2023-06-22T02:14:55.000Z","size":13047,"stargazers_count":40,"open_issues_count":0,"forks_count":27,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-10T11:03:23.199Z","etag":null,"topics":["algebra","applications","calculus","curves","data-science","deep-learning","geometry","linear-algebra","linear-systems","machine-learning","math","mathematics","matrix","matrix-calculations","probability","software","statistics","vector"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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https://img.shields.io/github/contributors/LastAncientOne/Mathematics_for_Machine_Learning.svg?style=for-the-badge\n[contributors-url]: https://github.com/LastAncientOne/Mathematics_for_Machine_Learning/graphs/contributors\n[forks-shield]: https://img.shields.io/github/forks/LastAncientOne/Mathematics_for_Machine_Learning.svg?style=for-the-badge\n[forks-url]: https://github.com/LastAncientOne/Mathematics_for_Machine_Learning/network/members\n[stars-shield]: https://img.shields.io/github/stars/LastAncientOne/Mathematics_for_Machine_Learning.svg?style=for-the-badge\n[stars-url]: https://github.com/LastAncientOne/Mathematics_for_Machine_Learningt/stargazers\n[issues-shield]: https://img.shields.io/github/issues/LastAncientOne/Mathematics_for_Machine_Learning.svg?style=for-the-badge\n[issues-url]: https://github.com/LastAncientOne/Mathematics_for_Machine_Learning/issues\n[license-shield]: https://img.shields.io/github/license/LastAncientOne/Mathematics_for_Machine_Learning.svg?style=for-the-badge\n[license-url]: LICENSE\n[linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=for-the-badge\u0026logo=linkedin\u0026colorB=555\n[linkedin-url]: https://linkedin.com/in/tin-hang\n\u003cimg src=\"Title.PNG\"\u003e\n\n# Mathematics for Machine Learning and Deep Learning\n\n##  Description:    \nThis tutorial provides an overview of Mathematics in Machine Learning and Deep Learning, including step-by-step explanations and examples of math problems in these fields. Its aim is to enhance your understanding of mathematics in relation to machine learning and deep learning education. :symbols: :1234:  \n\n\u003cimg src=\"Title_Math.PNG\"\u003e\n\n## Prerequisites:\nPython 3.0 +  \nUse jupyter notebook  \n\n## List of Mathematics:\n### Basic Mathemathics  \n- Addition, Subtraction, Multiplication, Division, Square Root, and Algebra.\n### Geometry  \n- Shapes, Area, Perimeter, Volume, Points, Lines, Angles, Surfaces, Planes, and Curves\n### Statistics \n- Data collection, Data Analysis, Probability, Average, Median, Mode, Standard Deviation, and Variances \n### Calculus  \n- Instantaneous rates of change and Slopes of curves, Differential, Integral, Series, Vector, and Multivariable\n### Linear Algebra  \n- Matrices, Vector Spaces, Linear Systems,  Gaussian elimination, Linear Systems, Determinant, Eigenvalues and eigenvectors\n\n\u003ca href=\"https://www.buymeacoffee.com/lastancientone\"\u003e\u003cimg src=\"https://img.buymeacoffee.com/button-api/?text=Buy me a coffee\u0026emoji=\u0026slug=lastancientone\u0026button_colour=000000\u0026font_colour=ffffff\u0026font_family=Inter\u0026outline_colour=ffffff\u0026coffee_colour=FFDD00\" /\u003e\u003c/a\u003e  \n\n## Author:  \n* Tin Hang\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flastancientone%2Fmathematics_for_machine_learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flastancientone%2Fmathematics_for_machine_learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flastancientone%2Fmathematics_for_machine_learning/lists"}