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Data Analytics: Regression Models

Data Analytics: Regression Models

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3

Modules

11

Topics

3-4

hours

this free online takes you through the details the techniques and frameworks used in regression modelling and analysis
Module 1
Regression Model Analysis
Resources available

In this module, you will learn about point and interval estimation alongside its use in the prediction of the regression model. You will also learn about the multiple regression model and the least square methods.

Regression Model Analysis - Learning Outcomes

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Estimation and Prediction of Regression Model Residual Analysis

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Multiple Regression Model

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Categorical Variable Regression

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Regression Model Analysis - Lesson Summary

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Module 2
Maximum Estimations and Regression
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In this module, you will be introduced to the intuition and reasoning behind the principle of maximum likelihood. You will learn about how to build the logistic regression model and the logistic regression equation.

Maximum Estimations and Regression - Learning Outcomes

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Maximum Likelihood Estimations

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Logisitic Regression

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Relationship between Linear and Logistic Regression Model

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Maximum Estimations and Regression - Lesson Summary

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course assessment: Data Analytics: Regression Models
Module 3
Course assessment
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Data Analytics: Regression Models - Assessment

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