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Mathematics for Machine Learning
4.31
Beginner level
3.0 learning hrs
Learn Mathematics for Machine Learning from basics in this free online training. This free Mathematics for Machine Learning course is taught hands-on by experts. Learn about Chain rule, Differential of a function, and a lot more.
Instructor:
Prof. Mukesh Rao
Modules updated 07/2025
About this course
Great Learning offers a free online course on Mathematics for Machine Learning, covering a range of topics that are crucial for anyone looking to get started with data science and machine learning. The course is designed to provide learners with a solid foundation in mathematics, focusing specifically on concepts that are relevant to machine learning.
One of the key topics covered in the course is the Chain Rule, which is essential for understanding the calculus involved in optimization algorithms used for training ML models. The course also covers the differential of a function, which is fundamental to calculus and is used extensively in machine learning.
Another topic covered in the course is the amount of mathematics that is required for data science. This is an important consideration for anyone looking to work in the field, as it helps learners to understand the level of mathematical proficiency that is required for different roles.
The course also covers Line Concepts, which are essential for representing data using vectors and matrices, and for understanding linear transformations. Additionally, learners will explore Line Concept Maxima and Minima application in Machine Learning, which is important for understanding optimization algorithms.
Finally, the course covers Lines, Planes, and Hyperplanes, which are fundamental concepts in linear algebra and are used extensively in machine learning.
Overall, this free course on Mathematics for Machine Learning by Great Learning is an excellent resource for anyone looking to develop their mathematical skills and build a strong foundation in machine learning concepts.
Course outline
Chain Rule
Differential of a function
How much of maths is required for Data Science
Line Concepts
Line Concept Maxima and Minima application in Machine Learning
Get access to the complete curriculum once you enroll in the course
4.31
Our course instructor
Prof. Mukesh Rao
Senior Faculty, Academics, Great Learning
Machine Learning Expert
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