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Data Science: Statistical Inference and Modeling
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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.

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4.4

1,37,953 Enrolled

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English

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olive-leaves-logo

4.4

1,37,953 Enrolled

olive-leaves-logo

English

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

Statistical Inference
Data Modeling
Bayesian Statistics
R Programming
Election Forecasting
Confidence Intervals
Predictive Analytics
Data Analysis

This course includes:

PreRecorded video

Graded assignments, exams

Access on Mobile, Tablet, Desktop

Limited Access access

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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.

Data Science: Statistical Inference and Modeling

Beginner

Skill Level

8 Weeks

Self-paced lessons

Course Cost

₹ 12,292

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.