آمار -کریش- نقشه راه

ویدئو اول- لینک – 25 اسفند – 401 –

سه سطح داریم:

1- بیسیک 2- متوسط – 3- پیشرفته

  • بیسیک:
    • اصطلاحات
    • variables
    • random variables
    • population- sample- population mean- sample mean
    • population distribution – sample distribution – sampling distribution
    • mean – median- mode
    • range
    • measure of dispersion
    • variance
    • standard deviation
    • gaussian / normal distribution
  • متوسط
    • standard normal distribution
    • z score
    • probability density function
    • cumulative distribution function
    • hypothesis testing
    • many different plotting graphs
    • kernel density estimation
    • central limit theorem
    • skewness of data
    • covariance
    • Pearson correlation coefficient
    • spearman rank correlation
    • hypothesis testing
  • پیشرفته
    • Q-Q plot
    • Chebyshev’s inequality
    • discrete and continuous distribution
    • Bernoulli and binomial distribution
    • log normal distribution
    • power law distribution
    • box cox transform Poisson distribution
    • application of non gaussian distribution

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