Schedule
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EventDateDescriptionCourse Material
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Lecture08/29/2022
MondayLecture 1 Course Introduction[Notebook] -
Lecture08/31/2022
WednesdayLecture 2 Python Introduction[Notebook]Suggested Readings:
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Lecture09/02/2022
FridayLecture 3 Numpy[Notebook]Suggested Readings:
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Lecture09/07/2022
WednesdayLecture 4 Scipy[Notebook]Suggested Readings:
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Lecture09/09/2022
FridayLecture 5 Matplotlib[Notebook]Suggested Readings:
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Assignment09/12/2022
MondayHomework 1 released![Homework 1] [Solutions] -
Lecture09/12/2022
MondayLecture 6 Data Characteristics[Notebook] -
Lecture09/14/2022
WednesdayLecture 7 Data quality and preprocessing[Notebook] -
Lecture09/16/2022
FridayLecture 8 Introduction to Sklearn[Notebook]Suggested Readings:
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Lecture09/21/2022
WednesdayLecture 9 Linear Regression 1[Notebook]Suggested Readings:
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Lecture09/23/2022
FridayLecture 10 Linear Regression 2[Notebook]Suggested Readings:
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Lecture09/26/2022
MondayLecture 11 Ridge Regression[Notebook]Suggested Readings:
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Due10/01/2022 23:59
SaturdayHomework 1 due -
Assignment10/05/2022
WednesdayHomework 2 released![Homework 2] [Solutions] -
Lecture10/05/2022
WednesdayLecture 16 Lasso Regression[Notebook] -
Lecture10/07/2022
FridayLecture 17 Regression Comparison[Notebook]Suggested Readings:
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Lecture10/10/2022
MondayLecture 18 Classification Introduction[Notebook]Suggested Readings:
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Lecture10/12/2022
WednesdayLecture 19 Logistic Regression[Notebook]Suggested Readings:
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Lecture10/14/2022
FridayLecture 20 Decision Trees[Notebook]Suggested Readings:
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Lecture10/17/2022
MondayLecture 21 Random Forest[Notebook] -
Due10/19/2022 23:59
WednesdayHomework 2 due -
Lecture10/24/2022
MondayLecture 22 Classifier Evaluation[Notebook] -
Assignment10/25/2022
TuesdayHomework 3 released! -
Lecture10/26/2022
WednesdayLecture 23 Classifier Comparison[Notebook]Suggested Readings:
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Lecture10/28/2022
FridayLecture 24 Classifier Comparison[Notebook]Suggested Readings:
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Lecture10/31/2022
MondayLecture 25 K-Nearest Neighbor Classifier[Notebook]Suggested Readings:
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Lecture11/02/2022
WednesdayLecture 26 Ensemble models[Notebook]Suggested Readings:
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Lecture11/04/2022
FridayLecture 27 Ensemble models 2[Notebook]Suggested Readings:
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Due11/07/2022 23:59
MondayHomework 3 due -
Lecture11/18/2022
FridayLecture 31 K-Means Clustering[Notebook]