Udemy – Mathematics for Machine Learning and LLMs 2025-3

Mathematics for Machine Learning and LLMs is a course on the essential mathematical foundations for understanding machine learning and large language models (LLMs) published by Udemy Online Academy. This course provides a deep dive into the essential mathematical foundations for understanding machine learning and large language models (LLMs). It covers key concepts such as linear algebra, calculus, probability, and optimization that form the backbone of artificial intelligence algorithms. Individuals learn about vector spaces, eigenvalues, gradient descent, backpropagation, and probabilistic models to understand how machine learning models learn from data.

This program is designed to fill the gaps for individuals who missed these key concepts as part of their formal education, or who need to catch up after a long break from studying mathematics. This course is not designed to make you a mathematician, but it provides a practical approach to working with data and focuses on key mathematical concepts that you will encounter in machine learning studies. The course also explores matrix operations, statistics, and information theory to understand LLM architectures, embeddings, and attention mechanisms. Upon completion of the course, individuals will be equipped to understand and use mathematical concepts to analyze and develop machine learning models, including large language models.

What you will learn in Mathematics for Machine Learning and LLMs:

• Machine Learning Mathematics
• Linear Algebra, Statistics, Probability, and Computation for Machine Learning
• How Algorithms Work
• How Algorithms Are Parameterized
• And…

Course specifications

Publisher: Udemy
Instructors: Michel Janos
Language: English
Level: Intermediate
Number of Lessons: 134
Duration: 15 hours and 28 minutes

Course topics

Mathematics for Machine Learning and LLMs Prerequisites

Basic notions of machine learning

Pictures

Mathematics for Machine Learning and LLMs introduction video

Installation guide

After Extract, watch with your favorite Player.

Subtitle: None

Quality: 1080p

Download link

Download Part 1 – 1 GB

Download Part 2 – 638 MB

Size

1.6 GB