Matrix Calculus via Differentials, Matrix Derivative, 矩阵求导教程
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Mar 12, 2023
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matrix-calculus
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many kinds of cheatsheet ( Matrix calculus, git command, shell command, vim command, etc..)
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Sep 7, 2021
About this Specialization: Take your first step towards a career in software development with this introduction to Java—one of the most in-demand programming languages and the foundation of the Android operating system. Designed for beginners, this Specialization will teach you core programming concepts and equip you to write programs to solve c…
computer-science machine-learning version-control scikit-learn software-development svm-classifier data-structures-algorithms java-enterprise-edition java-developer testing-framework parallel-programming knn-classification big-data-analytics gradle-kotlin-dsl nltk-python matrix-calculus
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Dec 27, 2020 - JavaScript
Framework provides abstractions for fast mathematical model implementation based on tensor-vector and array calculus
elasticity tensor-algebra mathematical-modelling mechanics crystal-plasticity matrix-calculus non-linear-model state-variables
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May 14, 2023 - C++
A web-based application that predicts breast cancer risk using Logistic Regression implemented from scratch. The model performs client-side inference directly in the browser without requiring a backend server.
numpy logistic-regression gradient-descent binary-classification sigmoid-function cross-entropy-loss matrix-calculus
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Mar 19, 2026 - Python
Slides for Machine Learning short presentation given at Semana EAT on 15 July 2025
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Jul 16, 2025 - TeX
The calculus underpinning modern machine learning, built from scratch in pure NumPy. 8-week masterclass: ε–δ limits, complex-step differentiation, forward- & reverse-mode autodiff (backprop) from scratch, multivariate/matrix/vector calculus, and the calculus of variations — every result verified against analytic truth. Fully executed notebooks.
machine-learning deep-learning calculus automatic-differentiation dual-numbers gradient-descent hessian backpropagation calculus-of-variations vector-calculus matrix-calculus mathematics-for-machine-learning multivariate-calculus
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May 30, 2026 - Jupyter Notebook
Technical portfolio for Stanford CS229 (Summer 2020). First-principles approach to ML: Math-heavy derivations, NumPy-from-scratch implementations, and research project.
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May 17, 2026 - TeX
Learn matrix calculus for derivatives, Hessians, optimization, and Kronecker tools with clear notes based on Magnus
java parser statistics parsing math-expressions matlab equation mathematics octave matrix-multiplication math-library math-parser matrix-calculations math-parser-library matrix-calculus mathparser matrix-derivatives matrix-subtraction
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Jun 10, 2026
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