Signals, Systems, and Learning

بواسطة: edX

Overview

Coming Soon March 2021. Data science is of growing importance in every STEM field. While data science tools are more readily available now than ever before, properly using these tools requires a mathematical understanding of the algorithms within. This class develops a principled approach to using the terminology, models, and algorithms found in signal processing and machine learning, the mathematical backbone of data science.

Coaching
If you are enrolled in the verified track (paid track) in any course that is a part of a MicroBachelors program, including this course, you are eligible for coaching at no additional cost. Please note that coaching is only available via SMS to U.S. phone lines.

Our coaches (real humans) are ready to help you with career exploration, navigating resources, staying motivated, and solving problems along the way to your goals.

Learn more about the value of coaching directly from one of our coaches, Erin.

Taught by

Richard G. Baraniuk

Signals, Systems, and Learning
الذهاب الي الدورة

Signals, Systems, and Learning

بواسطة: edX

  • edX
  • مجانية
  • الإنجليزية
  • متاح شهادة
  • أيام محددة
  • intermediate
  • English
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