ORIE 4741
Last Updated
- Schedule of Classes - February 7, 2022 7:27PM EST
- Course Catalog - February 7, 2022 7:14PM EST
Classes
ORIE 4741
Course Description
Course information provided by the Courses of Study 2021-2022.
Modern data sets, whether collected by scientists, engineers, medical researchers, government, financial firms, social networks, or software companies, are often big, messy, and extremely useful. This course addresses scalable robust methods for learning from big messy data. We'll cover techniques for learning with data that is messy --- consisting of real numbers, integers, booleans, categoricals, ordinals, graphs, text, sets, and more, with missing entries and with outliers --- and that is big --- which means we can only use algorithms whose complexity scales linearly in the size of the data. We will cover techniques for cleaning data, supervised and unsupervised learning, finding similar items, model validation, and feature engineering. The course will culminate in a final project in which students extract useful information from a big messy data set.
When Offered Fall.
Prerequisites/Corequisites Prerequisite: MATH 2940, ENGRD 2700, ENGRD 2110/CS 2110, CS 2800 or equivalents.
Regular Academic Session. Choose one lecture. Discussion optional. Combined with: ORIE 5741
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Credits and Grading Basis
3-4 Credits GradeNoAud(Letter grades only (no audit))
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Class Number & Section Details
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Meeting Pattern
- TR Morrison Hall 146
- Aug 26 - Dec 7, 2021
Instructors
Udell, M
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Additional Information
Instruction Mode: In Person
**For a 3 credit course register for the Lecture. **For a 4 credit course register for the lecture and a discussion. MEng Students must enroll in ORIE 5741.
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Class Number & Section Details
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Meeting Pattern
- T Frank H T Rhodes Hall 253
- Aug 26 - Dec 7, 2021
Instructors
Udell, M
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Additional Information
Instruction Mode: In Person
Add a discussion for 4credits
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Class Number & Section Details
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Meeting Pattern
- W Upson Hall 222
- Aug 26 - Dec 7, 2021
Instructors
Udell, M
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Additional Information
Instruction Mode: In Person
Add a discussion for 4credits
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Class Number & Section Details
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Meeting Pattern
- R Upson Hall 206
- Aug 26 - Dec 7, 2021
Instructors
Udell, M
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Additional Information
Instruction Mode: In Person
Add a discussion for 4credits
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Class Number & Section Details
-
Meeting Pattern
- F Frank H T Rhodes Hall 253
- Aug 26 - Dec 7, 2021
Instructors
Udell, M
-
Additional Information
Instruction Mode: In Person
Add a discussion for 4credits