Welcome! This repository contains the materials for the "Calculus for Machine Learning and Data Science" course. This course is designed to provide a solid foundation in the fundamental concepts of ...

This resource is for learners who want to move beyond using machine learning libraries as "black boxes" and understand the core mechanics of how models like neural networks actually learn. We will ...

Vector-valued functions. Calculus of functions of several variables: partial derivatives, gradient, divergence, curl, multiple integrals, line integrals, Stokes' and Green's theorems. Prerequisite: C- ...

Abstract: Recent work of the one-dimensional q-LMS algorithm give insight that the Quantum Calculus based gradient called the q-gradient is capable of improving the convergence behavior in contrast to ...