Loading...

Description

Official Description

4.0 Continuing Education Units (CEUs)

Fundamental statistical machine learning concepts and tools using Python. Emphasis on descriptive statistics, statistical distributions, random number generation, basic data visualization; linear regression; basic classification; error estimation: cross-validation, bias-variance trade-off; shrinkage methods; dimension reduction; beyond linearity: smoothing splines, local regression, additive models; tree and ensemble methods; powerful classifiers; unsupervised learning.

 

Supplementary Information

30 hours in class plus at least 10 hours of assignments/readings.

Notes

This course is supported by DataCamp, the most intuitive learning platform for data science. Learn R, Python and SQL the way you learn best through a combination of short expert videos and hands-on-the-keyboard exercises. Take over 100+ courses by expert instructors on topics such as importing data, data visualization or machine learning and learn faster through immediate and personalized feedback on every exercise.

Applies Towards the Following Programs

Loading...

Section(s) offered

Section Title
Statistical Machine Learning
Language of Delivery
English
Type
Online Course
Days
Th
Time
6:00PM to 9:00PM
Dates
Mar 26, 2020 to May 28, 2020
Schedule and Location
Contact Hours
30.0
Delivery Format(s)
Course Fee(s)
Drop Request Deadline
Oct 07, 2019 to Apr 02, 2020
Transfer Request Deadline
Oct 07, 2019 to Apr 02, 2020
Withdrawal Request Deadline
Apr 02, 2020 to Apr 09, 2020
Instructors
Section Notes

Course Format

This online course is a combination of weekly live online instructor-led sessions from 6:00 - 7:30 PM and self-directed learning activities and assignments.

Course Drop/Withdrawal Policy

  • Any time prior to the 1st class: Course Drop Period with Full Refund.
  • After the 1st and before the 2nd class: Course Withdrawal Period with Full Refund.
  • After the 2nd class before the 3rd class: Course Withdrawal with No Refund.
Section Title
Statistical Machine Learning
Language of Delivery
English
Type
Online Course
Days
T
Time
6:00PM to 9:00PM
Dates
Sep 22, 2020 to Nov 24, 2020
Schedule and Location
Contact Hours
30.0
Delivery Format(s)
Course Fee(s)
Drop Request Deadline
May 20, 2020 to Sep 29, 2020
Transfer Request Deadline
May 20, 2020 to Sep 29, 2020
Withdrawal Request Deadline
Sep 29, 2020 to Oct 06, 2020
Section Notes

Course Format

This online course is a combination of weekly live online instructor-led sessions from 6:00 - 7:30 PM and self-directed learning activities and assignments.

Course Fee Description

  • Tuition Fee: $1360.20
  • SCS Career Development Success package (SCSD) fee:  $19.80

Course Drop/Withdrawal Policy

  • Any time prior to the 1st class: Course Drop Period with Full Refund.
  • After the 1st and before the 2nd class: Course Withdrawal Period with Full Refund.
  • After the 2nd class before the 3rd class: Course Withdrawal with No Refund.
Required fields are indicated by .