Schedule
-
EventDateDescriptionCourse Material
-
Lecture09/05/2022
MondayIntroductionSuggested Readings:
-
Assignment09/06/2022
TuesdayAssignment #1 released! -
Lecture09/12/2022
MondaySuggested Readings:
- Lab
- ISLR Chapter 2
- ESL Chapter 2
- Foundations of Data Science Chapter 2
- Just-in-time-compiler
- MultiCore
- GPU
- Video for HPC
- [Recorded video]
-
Assignment09/13/2022
TuesdayAssignment #2 released! -
Lecture09/19/2022
MondayRegression[Slides]Suggested Readings:
- Lab
- ISLR Chapter 3
- ESL Chapter 3.1~3.3
- PSDS Chapter 4
- [Recorded video]
-
Due09/19/2022 09:00
MondayAssignment #1 due -
Due09/19/2022 09:00
MondayAssignment #2 due -
Assignment09/20/2022
TuesdayAssignment #3 released! -
Lecture09/26/2022
MondayClassification[Slides]Suggested Readings:
- Lab
- ISLR Chapter 4
- ESL Chapter 4
- PSDS Chapter 5
- [Recorded video]
-
Due09/26/2022 09:00
MondayAssignment #3 due -
Assignment09/27/2022
TuesdayAssignment #4 released! -
Lecture10/03/2022
MondayResampling Methods[Slides]Suggested Readings:
- Lab
- ISLR Chapter 5
- ESL Chapter 7.10~7.11
- PSDS Chapter 3
- [Recorded video]
-
Due10/03/2022 09:00
MondayAssignment #4 due -
Assignment10/05/2022
WednesdayAssignment #5 released! -
Lecture10/10/2022
MondayNational DaySuggested Readings:
-
Lecture10/17/2022
MondayLinear model selection and regularization[Slides]Suggested Readings:
- Lab
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter3.3-3.4
- PSDS Chapter 4
- [Midterm 2021]
- [Midterm 2020 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2019 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2018 (courtesy of professor Mei-Hui Guo)]
- [Recorded video]
-
Due10/17/2022 09:00
MondayAssignment #5 due -
Assignment10/19/2022
WednesdayAssignment #6 released! -
Lecture10/24/2022
MondayLinear model selection and regularization and review[Slides]Suggested Readings:
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter 3.5-3.9
- PSDS Chapter 4
- [Recorded video]
-
Due10/24/2022 09:00
MondayAssignment #6 due -
Exam10/31/2022 00:00
MondayMidterm[Notice] -
Lecture11/07/2022
MondayMoving Beyond Linearity[Slides]Suggested Readings:
- Lab
- ISLR Chapter 7
- ESL Chapter 5~6.1 and 9.1
- PSDS Chapter 4
- [Recorded video]
-
Assignment11/07/2022
MondayAssignment #7 released! -
Lecture11/14/2022
MondayTree-Based methods[Slides]Suggested Readings:
- Lab
- ISLR Chapter 8
- ESL Chapter 8,9,10,15,16
- PSDS Chapter 6
- [Recorded video]
-
Due11/14/2022 09:00
MondayAssignment #7 due -
Lecture11/21/2022
MondayTree-Based methodsSuggested Readings:
- ISLR Chapter 8
- ESL Chapter 8,9,10,15,16
- PSDS Chapter 6
- [Recorded video]
-
Assignment11/22/2022
TuesdayAssignment #8 released! -
Lecture11/28/2022
MondaySupport_Vector_Machines[Slides]Suggested Readings:
- Lab
- ISLR Chapter 9
- ESL Chapter 6,12
- [Machine Learning Techniques]
- [Recorded video]
-
Due11/28/2022 09:00
MondayAssignment #8 due -
Assignment11/29/2022
TuesdayAssignment #9 released! -
Lecture12/05/2022
MondayUnsupervised_learning/Teaching Evaluation Survey and evaluation questionnaire for learning outcomes[Slides]Suggested Readings:
- Lab
- ISLR Chapter 12
- ESL Chapter 13,14
- [Recorded video]
-
Due12/05/2022 09:00
MondayAssignment #9 due -
Lecture12/12/2022
MondayUnsupervised_learningSuggested Readings:
- ISLR Chapter 12
- ESL Chapter 13,14
- [Recorded video]
-
Assignment12/12/2022
MondayAssignment #10 released! -
Lecture12/19/2022
MondayFinal Project PresentationNotice:
-
Due12/19/2022 09:00
MondayAssignment #10 due -
Lecture12/26/2022
MondayFinal Project Presentation2Notice:
