Advanced High Dimensional Data Analysis [Module From Master Of Science In Data Science And Analytics] - The Hong Kong Polytechnic University

    26,400.00 26,400.00 26400.0 USD

    26,400.00

    此組合不存在。



    課程名稱:

    Advanced High Dimensional Data Analysis [Module From Master Of Science In Data Science And Analytics] - The Hong Kong Polytechnic University

    院校名稱:

    香港理工大學

    課程編號:

    42Z129593

    範疇:

    理學科

    上課模式:

    39 hours; (FT or PT)

    為期:

    13 weeks

    學費:

    26,400.00

    入學要求:

    A Bachelor'S Degree With Honours In Mathematics, Statistics, Computer Science, It, Engineering, Science, Or Equivalent. Applicants With A Bachelor’S Degree In Another Discipline And An Adequate Background (One Year Or Above) In Data Science Or It Will Be Considered.

    課程大綱:

    (1) High Dimensional Statistics (18 Hours): Multivariate Normal Distribution, Estimation Of The Mean Vector And Covariance Matrix, Multiple And Partial Correlation Coefficients; Dimension Reduction, Principal Component Analysis; Estimation Of High Dimensional Sparse Parameters (Mean And Covariance Matrix). (2) Data Analysis (21 Hours): High Dimensional Discriminant Analysis, Classification And Clustering; Expectation-Maximization; Linear Support Vector Machines. Regularization, Threshold Estimators; High Dimensional Linear Regression: Least Absolute Shrinkage And Selection Operator (Lasso); Least Angle Regression (Lars); Choice Of Tuning Parameters.

    資歷名冊登記號碼:

    20/000413/L6

    資歷架構級別:

    6