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: Applied Mathematics
Status: Derivatives
IntermediateCourse8 hours

Featured reviews

DW

5.0Reviewed Nov 14, 2022

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

JR

5.0Reviewed Aug 10, 2023

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

YP

5.0Reviewed Jan 1, 2024

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

DG

5.0Reviewed May 18, 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.

BP

5.0Reviewed Jun 22, 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!

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.

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.

VK

5.0Reviewed Sep 27, 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.

JW

5.0Reviewed May 26, 2022

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

WA

5.0Reviewed Mar 9, 2023

Giving a 5 star review because of the videos that were produced, they really taught in a consise manner. However, I think that the Calculus section could have had more videos and more examples.

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.

All reviews

Showing: 20 of 71

cecilia wolfson
1.0
Reviewed Jun 16, 2022
Laura White
1.0
Reviewed May 17, 2022
Dr Carl Gauss
1.0
Reviewed May 4, 2022
David G
5.0
Reviewed May 19, 2022
William Wilson
5.0
Reviewed Nov 24, 2022
Elena K
5.0
Reviewed Nov 24, 2022
Onkar Pathak
1.0
Reviewed Oct 14, 2022
Allyx May Lichkov
5.0
Reviewed Nov 19, 2022
Brian Pink
5.0
Reviewed Jun 23, 2022
Matt Mullens
2.0
Reviewed Jun 15, 2023
Swagatam
3.0
Reviewed May 29, 2024
Shannon O
2.0
Reviewed Nov 19, 2022
Richard Creek
5.0
Reviewed Dec 23, 2022
Gansukh Bilguun
5.0
Reviewed Nov 3, 2022
Paul Jackson
5.0
Reviewed May 24, 2024
Germán David Luna Puche
5.0
Reviewed Aug 10, 2023
sidnei fc
5.0
Reviewed Nov 11, 2023
Ambroise Hervillard
5.0
Reviewed Apr 17, 2024
Meenakshi Jaswal
5.0
Reviewed Mar 25, 2023
Emily Castelan Moreno
5.0
Reviewed Sep 2, 2022