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.

edX offers financial assistance for learners who want to earn Verified Certificates but who may not be able to pay the fee. To apply for financial assistance, enroll in the course, then follow this link to complete an application for assistance.

* Note:* These courses will retire in June. Please enroll only if you are able to finish your coursework in time.

- Familiarity with Equations, Functions, and Graphs
- Differentiation and Optimization
- Vectors and Matrices
- Statistics and Probability

会期:

- 2020年4月01日

还有标题«计算机科学»:

Advanced Database Queries

Learn the fundamentals of interacting with relational database management systems...

Learn the fundamentals of interacting with relational database management systems...

LAFF – On Programming for Correctness

Learn to apply formal methods to systematically develop correct, loop-based...

Learn to apply formal methods to systematically develop correct, loop-based...

LAFF-On Programming for High Performance

Learn to squeeze high performance out of modern CPUs. Is my code fast? Can it...

Learn to squeeze high performance out of modern CPUs. Is my code fast? Can it...

Advanced Linear Algebra: Foundations to Frontiers

Learn advanced linear algebra for computing. Linear algebra is one of the fundamental...

Learn advanced linear algebra for computing. Linear algebra is one of the fundamental...

Advanced Database Administration

Learn the fundamentals of administering relational database management systems...

Learn the fundamentals of administering relational database management systems...

还有edX:

Advanced Database Queries

Learn the fundamentals of interacting with relational database management systems...

Learn the fundamentals of interacting with relational database management systems...

Solar Resource Assessment in Desert Climates

Learn how to use the components of solar radiation,solar spectrum, forecasting...

Learn how to use the components of solar radiation,solar spectrum, forecasting...

Using Photovoltaic (PV) Technology in Desert Climates

Learn how to mitigate the challenges related to PV technology and enhance the...

Learn how to mitigate the challenges related to PV technology and enhance the...

Critical thinking: reasoned decision making

Learn to analyze events with intellectual rigor. Identify how reasoned decisions...

Learn to analyze events with intellectual rigor. Identify how reasoned decisions...

Fundamentals of Technical Analysis

Learn how to apply technical analysis as a standalone trading methodology or...

Learn how to apply technical analysis as a standalone trading methodology or...

© 2013-2019