Schedule
-
EventDateDescriptionCourse Material
-
Lecture08/29/2022
MondayLecture 1 Course Introduction[Notebook] -
Lecture08/31/2022
WednesdayLecture 2 Python I[Notebook]Suggested Readings:
-
Lecture09/02/2022
FridayLecture 3 Python II[Notebook]Suggested Readings:
-
Lecture09/07/2022
WednesdayLecture 4 Probability[Notebook]Suggested Readings:
-
Lecture09/09/2022
FridayLecture 5 Statistical inference[Notebook]Suggested Readings:
-
Assignment09/12/2022
MondayHomework 1 released![Homework 1] [Solutions] -
Lecture09/12/2022
MondayLecture 6 Regression I[Notebook] -
Lecture09/14/2022
WednesdayLecture 7 Regression II[Notebook] -
Lecture09/21/2022
WednesdayLecture 10 Regression diagnostics[Notebook] -
Lecture09/23/2022
FridayLecture 11 Confidence Intervals 1[Notebook] -
Due10/01/2022 23:59
SaturdayHomework 1 due -
Lecture10/03/2022
MondayLecture 12 Confidence Intervals 2[Notebook] -
Assignment10/05/2022
WednesdayHomework 2 released![Homework 2] [Solutions] -
Lecture10/05/2022
WednesdayLecture 16 Lasso and Ridge Regression[Notebook] -
Lecture10/07/2022
FridayLecture 17 Regression model comparison[Notebook] -
Lecture10/10/2022
MondayLecture 18 t-test, p-value, F-test and Rsquared[Notebook] -
Lecture10/12/2022
WednesdayLecture 19 Cross Validation and Generalized Cross Validation[Notebook] -
Lecture10/14/2022
FridayLecture 20 K-Fold Cross Validation[Notebook] -
Due10/19/2022 23:59
WednesdayHomework 2 due -
Assignment10/25/2022
TuesdayHomework 3 released! -
Lecture10/26/2022
WednesdayLecture 21 Classification Introduction[Notebook] -
Lecture10/28/2022
FridayLecture 22 Logistic Regression[Notebook]Suggested Readings:
-
Lecture10/31/2022
MondayLecture 23 Logistic Regression 2[Notebook]Suggested Readings:
-
Lecture11/02/2022
WednesdayLecture 24 Regularized Classification[Notebook]Suggested Readings:
-
Lecture11/04/2022
FridayLecture 25 Multiclass Probabilistic Classification[Notebook]Suggested Readings:
-
Due11/07/2022 23:59
MondayHomework 3 due -
Lecture11/14/2022
MondayLecture 29 Multinomial Logistic Regression[Notebook] -
Lecture11/16/2022
WednesdayLecture 30 Classifier evaluation[Notebook]Suggested Readings:
-
Lecture11/18/2022
FridayLecture 31 ROC Curve[Notebook]