Oct 31, 2023 · This book aims to provide an introduction to the topic of deep learning algorithms.

Mathematics for Machine Learning and Data Science is a foundational online program created by DeepLearning.AI and taught by Luis Serrano. In machine learning, you apply math concepts through …

Oct 3, 2025 · In this article, we are going to discuss in detail about the math required for Deep Learning. Now if there is a spark a light inside you, to learn more about deep learning then start with these …

This is a math crash course aimed at quickly enabling scientists with understanding of the building blocks used in many equations, formulas, and algorithms that describe deep learning.

The chapter covers the key research directions within both the mathematical foundations of deep learning and deep learning approaches to solving mathematical problems.

We will then showcase some recent advances in two directions, namely the development of a mathematical foundation of deep learning and the introduction of novel deep learning-based …

One of the wonderful parts of modern deep learning is the fact that much of it can be understood and used without a full understanding of the mathematics below it. This is a sign that the field is maturing.

Aug 2, 2025 · At its core, deep learning relies on neural networks that learn through mathematical optimisation. This article provides a comprehensive mathematical exploration of how neural networks...

Dec 31, 2022 · In recent years the development of new classification and regression algorithms based on deep learning has led to a revolution in the fields of artificial intelligence, machine learning, and...

Much of the interest in deep learning has focused on the implementation of DNN-based algorithms. Our hope is that this compact textbook will offer a complementary point of view that emphasizes the …