$129.99
Certification

Industry recognized certification enables you to add this credential to your resume upon completion of all courses

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Instructor
Sarabjot Kaur, Instructor - Model Assessment

Sarabjot Kaur

Instructor: Sarabjot Kaur

COMING SOON

COMING SOON

Course Description

What am I going to get from this course?

Prerequisites and Target Audience

What will students need to know or do before starting this course?

Who should take this course? Who should not?

Curriculum

Module 1: Methods for splitting the Data (Training, Validation, Testing)

Lecture 1

Module 2: Methods for Validating Models (N-fold cross validation, 5x2, Bootstrap)

Lecture 2

Module 3: Bias-Variance Tradeoff

Lecture 3

Module 4: Performance Assessment of Classifiers (Confusion Matrix, Precision, Recall, Sensitivity, Specificity, Error Rates, Odds Ratio, Kappa, ROC) and Regression Models (BIC, AIC, MDL and Variants)

Lecture 4

Module 5: Comparing Classification and Regression Models

Lecture 5

Module 6: Applications in Healthcare, Education, Financial Services, Retail, Travel

Lecture 6