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DAT256X Essential Math for Machine Learning: Python Edition

$99.00

DAT256X Essential Math for Machine Learning: Python Edition

$99.00
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Product Description

DAT256X Essential Math for Machine Learning: Python Edition

About this course

 

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.

Prerequisites

 

  • A basic knowledge of math
  • Some programming experience – Python is preferred.
  • A willingness to learn through self-paced study.

What you'll learn

 

After completing this course, you will be familiar with the following mathematical concepts and techniques:

  • Equations, Functions, and Graphs
  • Differentiation and Optimization
  • Vectors and Matrices
  • Statistics and Probability

Course Syllabus

 

  • Introduction
  • Equations, Functions, and Graphs
  • Differentiation and Optimization
  • Vectors and Matrices
  • Statistics and Probability

Note: This syllabus is preliminary and subject to change.

Microsoft Verified Certificate

For a small fee ($99), once you complete this course, you will receive a Microsoft authenticated Certificate of Completion. This will allow you to showcase your achievement and document your expertise. You will have permission to add the certificate to your resume or post it directly to LinkedIn. If your company has access to Microsoft Software Assurance Training vouchers, you can redeem one voucher for one certificate.

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