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DATA7202精讲班

大学:University of Queensland

专业:DATA 7202 Statistical Methods for Data Science

授课方式:线上/线下

报名人数:10

开课时间:2021/03/14

    Lesson 01 2021/5/30
    介绍统计方法

    本节课程资料:

    • 13.pdf
    Lesson 02 week3 Unit2
    Statistical Methods for Data S. interactions. GLM

    本节课程资料:

    • unit2.pdf
    Lesson 03 UNIT 2.5 2021/03/21
    GLM. Remedial methods for regression. More intro to GLMs and binary.

    本节课程资料:

    • 3.pdf
    Lesson 04 2021/3/28
    binary GLM. GLM for count and non-negative

    本节课程资料:

    • 4.pdf
    Lesson 05 week6 2021/4/4
    Accuracy measures. Missing values

    本节课程资料:

    • 5.pdf
    Lesson 06 week7 2021/4/11
    Time series. Learning theory

    本节课程资料:

    • 6.pdf
    Lesson 07 2021/4/18
    U1: Model assessment. train. Validation. test split and CV. Static estimation

    本节课程资料:

    • 7.pdf
    Lesson 08 2021/4/25
    Loss. Classification problem. Model select. Pca

    本节课程资料:

    • 8.pdf
    Lesson 09 unit3 2021/5/2
    Model selection and pca application. Shrinkage methods

    本节课程资料:

    • 9.pdf
    Lesson 10 2021/5/9
    U2: advanced hypothesis testing. Boostrap

    本节课程资料:

    • 10.pdf
    Lesson 11 2021/5/16
    discrete event simulation

    本节课程资料:

    • 11.pdf
    Lesson 12 2021/5/23 (2021/5/30在Lesson 1)

    本节课程资料:

    • 12.pdf
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