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# Quantitative interview questions and strategies
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Tips and tricks for quantitative interviews
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Table of content
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---
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<TBA>
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# Calculus and linear algebra
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# Probability
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# Statistics
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# Programming essentials
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# Numerical methods and optimization
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# Machine learning concepts
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# Probability
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## Combinatorics
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- Permutation
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- Combinations
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- Inclusion-exclusion
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## Conditional probability
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- Bayes rule
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- Law of total probability
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## Probability Distributions
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- Expectation and variance equations
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- Discrete probability
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- Continuous probability: uniform, gaussian, poisson
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## Expectations, variance, and covariance
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- linearity of expectation
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- law of total expectation
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- covariance and correlation
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- independence implies zero correlation
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- hash collision probability
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## Universality of Uniform distribution
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- proof
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- circle problem
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## Order statistics
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- expectation of min and max and random variable
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## Graph-based solutions involving multiple random variables
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breaking stick
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meeting at the train station
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simplex
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frog jump
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## Approximation trick1: Central limit theorem
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- fake coin
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- monte carlo integration
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## Approximation trick2: Poisson paradigm
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- birthday problem, birthday triplets, near birthday problem
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- repeated draws
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## Poisson count/time duality
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- possion from possions
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## Markov chain tricks
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- various games
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- introduction of martingale

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