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README.md

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# Quantitative interview questions and strategies
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Table of content
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## Table of content
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---
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<TBA>
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---
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## Introduction: objective and scope
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Pertinent, concise, intuitive, self-contained.
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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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## Calculus and linear algebra
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# Probability
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## Combinatorics
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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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### 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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### Probability Distributions
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- Expectation and variance equations
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- Discrete probability
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- Discrete probability and stories
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- Continuous probability: uniform, gaussian, poisson
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## Expectations, variance, and covariance
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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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### 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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### 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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### 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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### 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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### 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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### Poisson count/time duality
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- possion from possions
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## Markov chain tricks
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### Markov chain tricks
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- various games
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- introduction of martingale
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## Statistics
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## Programming essentials
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The bare minimum of coding concept you need to know well.
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Material on these topics are widely available elsewhere, so we will just cite them here.
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Data structures:
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array, dict, link list, tree, heap, graph, ways of representing sparse matrix
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Sorting: brilliant.org
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Tree/Graph related algorithms
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traversal (BFS, DFS)
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shortest path (two sided BFS, djikstra)
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Recuision, iteration and DP:
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## Numerical methods and optimization
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## Machine learning concepts
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## Contribute
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If you wish to contribute to this writing, feel free to submit a PR.
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If you wish to contribute anonymously, please contact us at TBD

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