Back to Algebra and Differential Calculus for Data Science
University of Colorado Boulder

Algebra and Differential Calculus for Data Science

Are you interested in Data Science but lack the math background for it? Has math always been a tough subject that you tend to avoid? This course will teach you the most fundamental Calculus concepts that you will need for a career in Data Science without a ton of unnecessary proofs and techniques that you may never use. Consider this an expressway to Data Science with approachable methods and friendly concepts that will guide you to truly understanding the most important ideas in Differential Calculus. We will review some algebra basics, talk about what a derivative is, compute some simple derivatives and apply the basics of derivatives to graphing and maximizing functions. This course is designed to prepare learners to successfully complete Statistical Modeling for Data Science Application, which is part of CU Boulder's Master of Science in Data Science (MS-DS) program. Logo courtesy of ThisisEngineering RAEng on Unsplash.com

Status: Numerical Analysis
Status: Mathematical Theory & Analysis
IntermediateCourse8 hours

Featured reviews

ST

5.0Reviewed Aug 26, 2022

Excellent course for students who want to refresh their memory of calculus and simple algebra before diving into more complicated concepts. It really helped me. Thanks

JR

5.0Reviewed Aug 11, 2023

Good course. Teacher had problems with keeping equations and graphs in viewing area.

BP

5.0Reviewed Jun 23, 2022

R​eally enjoyed the content and the whole structure of the course. It's been a few decades since I did calc and this was excellent!

VG

5.0Reviewed Nov 3, 2022

Excellent course. I never did university calculus, and this was a great way to test my understanding and prompt additional learning as I attempted the quizzes.Thank you!

MM

5.0Reviewed Oct 2, 2023

only problem I had was with logs. Used khan academy and started from scratch. Also graphing was an issue I had to resolve.

JW

5.0Reviewed May 27, 2022

T​he lectures are very clear and thorough. I really appreciate the effort and thoughtfulness put into this course.

DG

5.0Reviewed May 19, 2022

Excellent introduction and review for those of us who took these courses some years ago! Really appreciated the clear teaching, which is so important for learrning math.

LG

4.0Reviewed Oct 30, 2025

very good course, needs a little more explanation of how to calculate some of the things (e.g. derivatives of log functions), but the AI Coach can help

YP

5.0Reviewed Jan 2, 2024

very productive for data science beginner with curiosity of mathematical application in ML and AI

VK

5.0Reviewed Sep 28, 2024

Really loved this course, hadn't done this kind of math for 14 years, it was the perfect way to brush up and also understand some concepts that were new to me.

AL

5.0Reviewed Nov 19, 2022

This course is a little brief; however, it could serve as an excellent refresher to someone who hasn't taken Calculus 1 for a while.

TM

4.0Reviewed May 15, 2023

The course content in good. The instructor explained the concepts really well. The quizzes need some modification so as to relate more to the course content

All reviews

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