Data Science: Statistical Inference and Modeling
This course is part of Data Science Professional Certificate.
Course Cost
₹ 12,292
Beginner
Skill Level
8 Weeks
Self-paced lessons
This comprehensive course explores statistical inference and modeling, essential tools for data scientists analyzing chance-affected data. Using election forecasting as a motivating case study, students learn to develop effective statistical approaches for polling and predictions. The curriculum covers fundamental concepts including estimates, margins of error, confidence intervals, and p-values, with practical implementation in R. Students explore Bayesian modeling for probability calculations and culminate their learning by recreating a simplified election forecast model based on the 2016 election.
What you'll learn
Define and calculate estimates and margins of error for populations
Develop models to aggregate data from different sources
Understand and apply basic Bayesian statistics principles
Create predictive models using real-world election data
Skills you'll gain
This course includes:
PreRecorded video
Graded assignments, exams
Access on Mobile, Tablet, Desktop
Limited Access access
Shareable certificate
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Module Description
This introductory course provides a practical foundation in statistical inference and modeling for data science. Through a compelling case study of election forecasting, students learn how to develop and apply statistical approaches to real-world data analysis. The curriculum covers essential concepts including population parameters, estimates, margins of error, and standard errors. Students learn to aggregate data from multiple sources, understand Bayesian statistics basics, and develop predictive models. The course culminates in applying these skills to recreate a simplified election forecast model.
Fee Structure
Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Data Science Professional Certificate
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
Frequently asked Questions
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