Essential Math for Machine Learning: Python Edition

Essential Math for Machine Learning: Python Edition

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Microsoft DAT256x-LAAS

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Learn the essential mathematical foundations for machine learning and artificial intelligence.

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.

Course Prerequisites

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

What you will 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

What’s included

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

Official Microsoft Course

Essential Math for Machine Learning: Python Edition

Essential Math for Machine Learning: Python Edition

Microsoft DAT256x
Microsoft
Open edX
90 days
Microsoft Certificate of Completion

This course is part of the Microsoft Professional Program in Artificial Intelligence.

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.

Official Microsoft Certificate

Microsoft Certificate of Completion

Microsoft Certificate of Completion

Microsoft A85-04383
USD 99.00
Microsoft
Microsoft Certificate of Completion

Original Microsoft Certificate of Completion


Get your Original Microsoft Certificate of Completion that certifies the successful passing of a Microsoft Massive Open Online Course (MOOC).

Learning-as-a-Service (Optional)

1:1 Coaching - 1 hour

Microsoft 1:1 Coaching

Microsoft 1:1 Coaching

MS-COACH
USD 199.00
Don’t waste time searching for answers when being stuck with a problem. Schedule an individual virtual meeting with a dedicated subject-matter expert and explore more difficult topics interactively using screen sharing capabilities.

Learning-as-a-Service

Q&A Support

Microsoft Q&A Support

Microsoft Q&A Support

MS-QA-SUPPORT
USD 99.00
Ask questions, get opinions and explore ideas with a dedicated subject-matter expert..

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Essential Math for Machine Learning: Python Edition

LaaS bundle Microsoft DAT256x-LAAS

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