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Quick Facts

Medium Of InstructionsMode Of LearningMode Of Delivery
EnglishSelf StudyVideo and Text Based

Courses and Certificate Fees

Fees InformationsCertificate AvailabilityCertificate Providing Authority
INR 2436yesCoursera

The Syllabus

Videos
  • Welcome to the course Predictive Analytics
  • How to succeed in your online class?
Readings
  • Meet the instructors & the team
  • Leiden University: Facts & Figures
  • About this course
  • Glossary
  • Community Guidelines 
  • What is your learning path?

Videos
  • Introduction
  • Introduction to predictive analytics
  • Predictive analytics in prevention
  • Predictive analytics diagnosis
  • Predictive analytics in intervention
  • To conclude
Practice Exercises
  • Introductory assignment
  • Prevention assignment
  • Diagnosis assignment
  • Intervention assignment
  • Reflect on your goals
  • Test your knowledge

Videos
  • Introduction
  • Design issues
  • Sample size
  • Overfitting
  • Bootstrapping
  • To conclude
Readings
  • Is caring about measurement error an error?
  • Sample size
  • Bootstrapping 101 in R
Practice Exercises
  • Testimation bias - an interactive introduction
  • Reflect on your goals
  • Test your knowledge

Videos
  • Introduction
  • Missing values
  • Continuous predictors
  • Model selection
  • Model estimation
  • To conclude
Readings
  • Bias, precision and simple imputation of missing values
  • Dealing with non-linearity
  • Model selection
  • Model estimation
Practice Exercises
  • Reflect on your goals
  • Test your knowledge

Videos
  • Introduction
  • Performance measures
  • Validation approaches
  • Updating approaches
  • Predictive analytics for Aruba
  • To conclude
Readings
  • Performance I - Statistical measures
  • Performance II - Evaluation of usefulness
Practice Exercises
  • Recall - Performance I
  • Validation cardiovascular disease
  • Reflect on your goals
  • Test your knowledge
  • Final Assessment

Instructors

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