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Quant Interview Prep
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Probability & Statistics
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Quant Careers & Interview Process
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Probability & Statistics
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1
Intro
2
Basic Probability Rules
3
Conditional Probability
4
Bayes' Theorem
5
Expected Value
6
Quiz: Bayes' Theorem
7
Variance and Standard Deviation
8
The Monty Hall Problem
9
The Birthday Problem
10
Dice and Coin Problems
11
Quiz: Expected Value
12
Common Distributions
13
Central Limit Theorem
14
Markov Chains
15
Hypothesis Testing
16
Quiz: Distributions
17
Linear Regression Basics
18
Correlation and Covariance
19
Overfitting and Cross-Validation
20
Permutations and Combinations
21
Quiz: Random Walks
22
Counting Principles
23
Random Variables
24
Cumulative Distribution Functions
25
Poisson Distribution
26
Quiz: Conditional Probability
27
Exponential Distribution
28
Normal Distribution Deep Dive
29
Covariance Properties
30
Conditional Expectation
31
Quiz: Central Limit Theorem
32
Law of Large Numbers
33
Random Walks
34
Martingales Basics
35
Order Statistics
36
The Coupon Collector Problem
37
Geometric Distribution
38
Negative Binomial
39
Maximum Likelihood Estimation
40
Confidence Intervals
41
Section Recap
Mental Math
0/25
Brain Teasers & Logic
0/25
Programming for Quants
0/41
Machine Learning
0/30
Markets & Trading
0/30
Applications & Interview Day
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2.1
Intro
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