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Mathematics for Machine Learning
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 RaoModules updated 07/2025
Mathematics for Machine Learning
3.4K+ learners enrolled so far
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Skills you will gain
Chain Rule
Introduction to Functions
Line Concept
Maxima and Minima of a function
Lies Planes and Hyperplanes
Key Highlights

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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
Lines Planes and Hyperplanes
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Mathematics for Machine Learning
4.31
3.0 Hours
Beginner
3.4K+ learners enrolled so far

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Learner reviews of the Free Courses
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Our course instructor

Prof. Mukesh Rao
Senior Faculty, Academics, Great Learning
Machine Learning Expert


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