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: Algebra
Status: Numerical Analysis
IntermediateCourse8 hours

Featured reviews

JR

5.0Reviewed Aug 10, 2023

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

LS

4.0Reviewed Mar 31, 2023

The material was presented and explained well. I wish there was more engagement in the forums or associated study material recommended.

AV

5.0Reviewed Feb 8, 2025

Quick and to the point; this was a fantastic way to freshen up on my old math skills from long ago. Only small complaint was the occasional off-screen white-boarding, but was manageable.

KP

5.0Reviewed Oct 6, 2024

More a survey of material than skills development but it was covered well and clearly.

TM

4.0Reviewed May 14, 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

ZT

5.0Reviewed Sep 2, 2025

I really enjoy learning math with hands on board and not robotic screen typing and this instructor definitely nailed it. Thank you Madame.

MM

5.0Reviewed Oct 1, 2023

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

MP

4.0Reviewed Dec 25, 2023

The videos could be centered better. Having access to notes or downloadable slides could also be helpful as future references.

AL

5.0Reviewed Nov 18, 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.

YP

5.0Reviewed Jan 1, 2024

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

SO

5.0Reviewed Mar 17, 2023

I like the fact how this course is segmented from the beginning to the end and specially how to plot 2 dimensional graph from a polynomial function.

DW

5.0Reviewed Nov 14, 2022

Very clear instructor, sometimes writing outside of board but technology is hard

All reviews

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