Schedule
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EventDateDescriptionCourse Material
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Lecture09/28/2021
TuesdayIntroductionSuggested Readings:
- ISLR Chapter 1
- PSDS Chapter 1
- Top 10 Ideas in Statistics That Have Powered the AI Revolution
- [Recorded video]
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Assignment09/28/2021
TuesdayAssignment #1 released! -
Lecture10/05/2021
TuesdaySuggested Readings:
- ISLR Chapter 2
- ESL Chapter 2
- Foundations of Data Science Chapter 2
- Just-in-time-compiler
- MultiCore
- GPU
- Video for HPC
- [Recorded video]
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Assignment10/06/2021
WednesdayAssignment #2 released! -
Lecture10/12/2021
TuesdaySuggested Readings:
- ISLR Chapter 3
- ESL Chapter 3.1~3.3
- PSDS Chapter 4
- [Recorded video]
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Due10/12/2021 12:00
TuesdayAssignment #1 due -
Due10/12/2021 12:00
TuesdayAssignment #2 due -
Assignment10/12/2021
TuesdayAssignment #3 released! -
Lecture10/19/2021
TuesdaySuggested Readings:
- ISLR Chapter 4
- ESL Chapter 4
- PSDS Chapter 5
- [Recorded video]
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Due10/19/2021 12:00
TuesdayAssignment #3 due -
Assignment10/19/2021
TuesdayAssignment #4 released! -
Lecture10/26/2021
TuesdaySuggested Readings:
- ISLR Chapter 5
- ESL Chapter 7.10~7.11
- PSDS Chapter 3
- [Recorded video]
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Due10/26/2021 12:00
TuesdayAssignment #4 due -
Assignment10/26/2021
TuesdayAssignment #5 released! -
Lecture11/02/2021
TuesdaySuggested Readings:
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter3.3-3.4
- PSDS Chapter 4
- [Recorded video]
- [Midterm 2020 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2019 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2018 (courtesy of professor Mei-Hui Guo)]
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Due11/02/2021 12:00
TuesdayAssignment #5 due -
Assignment11/02/2021
TuesdayAssignment #6 released! -
Lecture11/09/2021
TuesdayLinear model selection and regularization continueSuggested Readings:
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter 3.5-3.9
- PSDS Chapter 4
- [Recorded video]
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Assignment11/09/2021
TuesdayAssignment #7 released! -
Due11/09/2021 12:00
TuesdayAssignment #6 due -
Exam11/16/2021 00:00
TuesdayMidterm[Notice] -
Lecture11/23/2021
TuesdaySuggested Readings:
- ISLR Chapter 7
- ESL Chapter 5~6.1
- PSDS Chapter 4
- [Recorded video]
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Due11/23/2021 12:00
TuesdayAssignment #7 due -
Assignment11/23/2021
TuesdayAssignment #8 released! -
Lecture11/30/2021
TuesdaySuggested Readings:
- ISLR Chapter 8
- ESL Chapter 9,10,15,16
- PSDS Chapter 6
- [Recorded video]
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Due11/30/2021 12:00
TuesdayAssignment #8 due -
Assignment12/02/2021
ThursdayAssignment #9 released! -
Lecture12/07/2021
TuesdayTree-Based methodsSuggested Readings:
- ISLR Chapter 8
- ESL Chapter 9,10,15,16
- PSDS Chapter 6
- [Recorded video]
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Due12/07/2021 12:00
TuesdayAssignment #9 due -
Assignment12/07/2021
TuesdayAssignment #10 released! -
Lecture12/14/2021
TuesdaySuggested Readings:
- ISLR Chapter 9
- ESL Chapter 6,12
- [Machine Learning Techniques]
- [Recorded video]
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Due12/14/2021 12:00
TuesdayAssignment #10 due -
Assignment12/14/2021
TuesdayAssignment #11 released! -
Lecture12/21/2021
TuesdaySuggested Readings:
- ISLR Chapter 9,12,14
- ESL Chapter 6,12
- [Machine Learning Techniques]
- [Recorded video]
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Due12/21/2021 12:00
TuesdayAssignment #11 due -
Assignment12/21/2021
TuesdayAssignment #12 released! -
Lecture12/28/2021
TuesdayUnsupervised_learningSuggested Readings:
- ISLR Chapter 12
- ESL Chapter 14
- PSDS Chapter 7
- [Recorded video]
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Due12/28/2021 12:00
TuesdayAssignment #12 due -
Lecture01/04/2022
TuesdayUnsupervised_learningSuggested Readings:
- ISLR Chapter 12
- ESL Chapter 14
- PSDS Chapter 7
- [Recorded video]
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Lecture01/11/2022
TuesdayFinal Project PresentationNotice:
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Lecture01/14/2022
FridayFinal Project Presentation IINotice:
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01/15/2022 00:00
SaturdayFinal Project Report Due