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Data Science: Probability Theory and Applications
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Data Science: Probability Theory and Applications

This course is part of Data Science Professional Certificate.

Course Cost

₹ 13,051

Beginner

Skill Level

8 Weeks

Self-paced lessons

This comprehensive course explores fundamental probability theory concepts essential for data scientists. Using the 2007-2008 financial crisis as a motivating example, students learn how probability theory impacts real-world risk assessment. The curriculum covers key topics including random variables, independence, Monte Carlo simulations, expected values, and the Central Limit Theorem. Through practical applications in R programming, participants develop skills in statistical inference and hypothesis testing. The course emphasizes understanding whether data patterns arise from experimental methods or chance, providing crucial insights for data analysis.

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4.3

2,07,270 Enrolled

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English

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olive-leaves-logo

4.3

2,07,270 Enrolled

olive-leaves-logo

English

What you'll learn

  • Understand key probability concepts including random variables and independence

  • Perform Monte Carlo simulations for practical applications

  • Calculate expected values and standard errors using R

  • Apply the Central Limit Theorem in statistical analysis

  • Analyze real-world data using probability theory

Skills you'll gain

Probability Theory
Statistical Inference
Monte Carlo Simulation
Random Variables
Data Analysis
R Programming
Financial Risk Analysis
Central Limit Theorem

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 solid foundation in probability theory for data science applications. Using the 2007-2008 financial crisis as a case study, students learn how probability concepts influence risk assessment and decision-making. The curriculum covers essential topics from random variables to the Central Limit Theorem, with hands-on practice using R programming. Through practical examples and simulations, participants develop skills in statistical inference and data analysis, crucial for understanding complex data patterns and making informed decisions.

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: Probability Theory and Applications

Beginner

Skill Level

8 Weeks

Self-paced lessons

Course Cost

₹ 13,051

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.