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edX: Essential Mathematics for Artificial Intelligence

 with  Graeme Malcolm
Sponsored
Digital Marketing Certificate
Cornell University via eCornell
Want to study machine learning or artificial intelligence, but worried that your math skills may not be up to it? Do words like “algebra’ and “calculus” fill you with dread? Has it been so long since you studied math at school that you’ve forgotten much of what you learned in the first place?

You’re not alone. machine learning and AI are built on mathematical principles like Calculus, Linear Algebra, Probability, Statistics, and Optimization; and many would-be AI practitioners find this daunting. This course is not designed to make you a mathematician. Rather, it aims to help you learn some essential foundational concepts and the notation used to express them. The course provides a hands-on approach to working with data and applying the techniques you’ve learned.

This course is not a full math curriculum; it’s not designed to replace school or college math education. Instead, it focuses on the key mathematical concepts that you’ll encounter in studies of machine learning. It is designed to fill the gaps for students who missed these key concepts as part of their formal education, or who need to refresh their memories after a long break from studying math.

Syllabus

  • Introduction
  • Equations, Functions, and Graphs
  • Differentiation and Optimization
  • Vectors and Matrices
  • Statistics and Probability
Note: This syllabus is preliminary and subject to change.
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Cost Free Online Course
Pace Self Paced
Subject Mathematics
Institution Microsoft
Provider edX
Language English
Certificates $99 Certificate Available
Hours 6-8 hours a week
Calendar 6 weeks long

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