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Last active March 31, 2017 15:52
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Yan's Job Seeking Preparation
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ds_seeking.md

statistics

machine learning

  • overleaf, machine learning cheat sheet
  • review derivation
    • bias-variance
    • least square (general form, matrix form)
    • maximum likelihood estimation
    • lasso
    • svm
    • logistic regression
    • Gaussian Mixture (EM algorithm)
    • Gaussian Process
    • Bayesian Network, Naive Bayes

optimization

  • overleaf, optimization cheat sheet
  • operation research interview questoins
  • review derivation
    • simplex method
    • dual simplex method
    • complementary slackness
    • branch and bound

programming

actual interview question

  • overleaf, actual interview QA
  • overleaf, interview QA
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