Regression problems in real time
Initial Publication Date: September 12, 2022
Summary
In this activity, we will be testing various regression models and analyze the effects of different objective functions, regularization terms and formulations. We will analyze the effect of different outliers on the data distribution and the performance of the algorithms.
CollapseLearning Goals
Regression methods
Implementing the algorithms in MATLAB
Not really.
Implementing the algorithms in MATLAB
Not really.
Context for Use
Undergraduate or Graduate level CS or Engineering / Math / Stats:
30 mins Classroom
30 mins Labs
Intermediate level MATLAB and some general statistics
The difficulty level is moderate
MATLAB machine learning
Description and Teaching Materials
These are classroom assignments. I will upload the data and the files.
Teaching Notes and Tips
Just upload the data and MATLAB should be installed in every workstation
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Assessment
Based on results and implementation