This course is part of the Expressway to Data Science: Essential Math Specialization

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Jane Wall

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Associated with the Master of Science in Data Science degree

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Expressway to Data Science: Essential Math SpecializationUniversity of Colorado Boulder

About this Course

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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. 

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Flexible deadlines

Reset deadlines in accordance to your schedule.

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Course 1 of 3 in the

Expressway to Data Science: Essential Math Specialization

Intermediate Level

Beginning algebra and basic function graphing.

Approx. 8 hours to complete

English

Subtitles: English

What you will learn

Practice working with logarithm properties and how logarithm functions behave graphically.

Identify the difference between a continuous and non-continuous function.

Solidify an understanding of what a derivative is calculating.

Understand how to use derivatives to create graphs of functions.

Skills you will gain

Integrals
Derivatives
Algebra
Matrix Algebra
Numerical Analysis

Flexible deadlines

Reset deadlines in accordance to your schedule.

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Course 1 of 3 in the

Expressway to Data Science: Essential Math Specialization

Intermediate Level

Beginning algebra and basic function graphing.

Approx. 8 hours to complete

English

Subtitles: English

Instructor

Instructor rating

4.8/5 (6 Ratings)

Jane Wall

Faculty Director of Data Science Programs

Data Science Programs

3,380 Learners

5 Courses

Offered by

University of Colorado Boulder

CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies.

Start working towards your Master's degree

This course is related to the 100% online Master of Science in Data Science from University of Colorado Boulder. It will provide you with a preview of the topics, materials and instructors so you can decide if the full online degree program is right for you.

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Syllabus - What you will learn from this course

Week

Week 1

3 hours to complete

Functions and Algebra Review

Review of algebra concepts including functions and logarithms

3 hours to complete

9 videos (Total 40 min)

9 videos

What is a Function? (Algebraically and Graphically)4m

Domain and Range4m

Piecewise Functions4m

What Can You Do to a Function?4m

Multiplying Binomials5m

Rationalizing Denominators2m

Exponent Rules5m

Logarithms5m

Applications of Logarithms3m

9 practice exercises

Functions Quiz30m

Domain and Range Quiz15m

Piecewise Functions Quiz15m

Performing function operations10m

Multiplying Binomials Quiz10m

Rationalizing Denominators Quiz15m

Exponent Rules Quiz15m

Logarithms Quiz30m

Applications of Logarithms15m

Week

Week 2

1 hour to complete

Induction Proofs, Limits and Continuity

Simple induction proofs and limits at infinity for functions

1 hour to complete

4 videos (Total 18 min)

Week

Week 3

1 hour to complete

Definition of a Derivative

What is a derivative? Calculate simple derivatives from the definition of a derivative.

1 hour to complete

4 videos (Total 17 min)

Week

Week 4

1 hour to complete

Product and Chain Rule

Use the product and chain rules to calculate the derivatives of more complicated functions.

1 hour to complete

4 videos (Total 17 min)

About the Expressway to Data Science: Essential Math Specialization

Data Science is growing rapidly, creating opportunities for careers across a variety of fields. This specialization is designed for learners embarking on careers in Data Science. Learners are provided with a concise overview of the foundational mathematics that are critical in Data Science. Topics include algebra, calculus, linear algebra, and some pertinent numerical analysis. Expressway to Data Science is also an excellent primer for students preparing to complete CU Boulder’s Master of Science in Data Science program.

Frequently Asked Questions

When will I have access to the lectures and assignments?
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:
The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.
The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

More questions? Visit the Learner Help Center.

Algebra and Differential Calculus for Data Science