Lectures
You can download the lectures here. We will try to upload lectures prior to their corresponding classes.
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Lecture 1 Introduction
tl;dr: introduction lecture and probability
[slides] [notes]
Suggested Readings:
- LaTeX Materials
- Chapter 1 of AOS
- Chapter 13-15 of STATS
-
Lecture 2 Probability and Random Variable
tl;dr: probability & random variable
[notes]
Suggested Readings:
- Chapter 1 of AOS
- Chapter 2 of AOS
- Intro to Probability of Stat 20 at UCB
-
Lecture 3 Random Variable and Vector
tl;dr: random variable & 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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Lecture 4 Expectation I
tl;dr: expectation
[notes]
Suggested Readings:
- Chapter 3 of AOS
- Intro to Expected Value and Variance of Stat 20 at UCB
-
Lecture 5 Expectation II
tl;dr: expectation
[notes]
Suggested Readings:
- Chapter 3 of AOS
- Intro to Expected Value and Variance of Stat 20 at UCB
-
Lecture 6 Convergence of Random Variable I
tl;dr: Convergence in Probability, Moment, Distrbution
[notes]
Suggested Readings:
- Chapter 5 of AOS
-
Lecture 7 Convergence of Random Variable II
tl;dr: Convergence in Probability, Moment, Distrbution
[notes]
Suggested Readings:
- Chapter 5 of AOS