The Mathematics of Machine Learning

Calculus is the mathematical study of continuous change. It uses fundamental notions of convergence of infinite sequences and infinite series to a well-defined limit. In this course, we will discuss the various concepts in Calculus and their application in AI and ML.

365 days course access

Live instructor-led online classes

Industry-based projects

Master the core mathematical concepts for machine learning and learn to implement them.

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Includes:

  • 2 hours of lecture Videos
  • 40 hands-on practice exercises
  • 33 Assessment exercises
  • 12 code analysis exercises
  • 300 knowledge based questions
  • 2 Live connect sessions
             (Master classes)
  • Lifetime access
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The Mathematics of Machine Learning

ABOUT THE COURSE

In this course, you will learn about the basics of calculus, multivariable calculus and how to apply calculus on complex function using chain rule and optimization and regression using Calculus.

COURSE OBJECTIVES

Upon successful completion of the course, the learner will be able to :
  • Master the various concepts in Calculus.
  • Learn how Calculus plays an important role in AI and ML algorithms.

Course Content

Basics of Calculus

In this topic, you will learn about Introduction to calculus and Introduction to building framework for modeling systems in which there is a change.

  • 1 Video
  • 3 hours
  • 65 Problems

Multivariate calculus

In this topic, you will learn about performing integration and differentiation with respect to multiple variables.

  • 1 Video
  • 7 hours
  • 80 Problems

Multivariate chain rule

In this topic, you will learn about constructing complicated functions by substitution and differentiating such complicated functions using the chain rule.

  • 1 Video
  • 7 hours
  • 80 Problems

Calculus for Optimization

In this topic, you will learn about how to identify the quantity to optimize in an ML algorithm using Calculus.

  • 1 Video
  • 7 hours
  • 80 Problems

Calculus in Regression

In this topic, you will learn about how to build regression models using Calculus.

  • 1 Video
  • 7 hours
  • 80 Problems

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