Schedule
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EventDateDescriptionCourse Material
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Lecture02/17/2025
MondaySuggested Readings:
- LaTeX Materials
- Chapter 1 of AOS
- Chapter 13-15 of STATS
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Assignment02/17/2025
MondayHW1: Master LaTeX Template released! -
Lecture02/20/2025
ThursdayLecture 2 Probability and Random Variable[notes]Suggested Readings:
- Chapter 1 of AOS
- Chapter 2 of AOS
- Intro to Probability of Stat 20 at UCB
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Due02/20/2025 10:00
ThursdayMaster LaTeX Template for Course Notes. -
Lecture02/24/2025
MondayLecture 3 Random Variable and Vector[notes]Suggested Readings:
- Chapter 2 of AOS
- Intro to Random Variable of Stat 20 at UCB
- 正态分布的前世今生(上)
- 正态分布的前世今生(下)
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Assignment02/24/2025
MondayHW2 released![HW2] -
Lecture02/27/2025
ThursdayLecture 4 Expectation I[notes]Suggested Readings:
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Chapter 3 of AOS
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Chapter 4, 8, 9 of STAT
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Lecture03/03/2025
MondayLecture 5 Expectation II[notes]Suggested Readings:
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Chapter 3 of AOS
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Chapter 4, 8, 9 of STAT
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Lecture03/06/2025
ThursdayLecture 6 Convergence of Random Variable I[notes]Suggested Readings:
- Chapter 5 of AOS
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Due03/06/2025 10:00
Thursday -
Lecture03/10/2025
MondayLecture 7 Convergence of Random Variable II[notes]Suggested Readings:
- Chapter 5 of AOS
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Assignment03/10/2025
MondayHW3 released![HW3] -
Lecture03/16/2025
SundayLecture 8 Statistical Inference[notes]Suggested Readings:
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Lecture03/20/2025
ThursdayLecture 9 Parametric Inference[notes]Suggested Readings:
- Chapter 9 of AOS
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Due03/20/2025 10:00
Thursday -
Lecture03/24/2025
MondayLecture 10 Simple Linear Regression[notes]Suggested Readings:
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Chapter 13 of AOS
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Chater 10-12 of STAT
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Assignment03/24/2025
MondayHW4 released![HW4] -
Lecture03/27/2025
ThursdayLecture 11 Multiple Linear Regression I[notes]Suggested Readings:
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Chapter 13 of AOS
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Chater 10-12 of STAT
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Lecture03/30/2025
SundayLecture 12 Multiple Linear Regression II[notes]Suggested Readings:
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Chapter 13 of AOS
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Chater 10-12 of STAT
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Lecture04/03/2025
ThursdayLecture 13 Nonparametric Inference I[notes]Suggested Readings:
- Chapter 7, 20 of AOS
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Due04/03/2025 10:00
Thursday -
Lecture04/07/2025
MondayLecture 14 Nonparametric Inference II[notes]Suggested Readings:
- Chapter 8, 20 of AOS
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Lecture04/10/2025
ThursdayLecture 15 Rewiew