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Data Analytics: Probability distribution

Learn the fundamentals and importance of probability and sampling distribution in this free online data science course.

Publisher: NPTEL
This data science course explains probability distribution, something that anyone who wants to enter the field of data analytics and statistics needs to understand. We show you how data scientists use their knowledge of probability distribution to create machine learning models. We establish the importance of distributions in data analytics and show you how to develop models and use software to turn raw data into useful information.
Data Analytics: Probability distribution
  • Duration

    1.5-3 Hours
  • Students

    1,953
  • Accreditation

    CPD

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Description

Modules

Outcome

Certification

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Description

Probability distribution is the statistical function that explains the possible values that a random variable can take. This course on data analytics and probability distribution explains the different ways to assign probability, including marginal and conditional probabilities. We describe how to find various solutions to various problems using the laws of probability, including those of addition, multiplication and ‘conditional probability’.

The course explains how to use Bayes’ rule of probability (or ‘Bayers’ Theorem’) to calculate the likelihood of an event occurring, based on prior knowledge of the conditions that might be related to it. We explore the properties of empirical distributions and take you through binomial distributions and their applications. We then examine the mean and variance of a discrete random variable.

The course establishes the importance of simple random sampling. We compare descriptive and inferential statistics and introduce you to the differentiating factors between populations and samples. This statistics and data science course is useful for anyone entering the world of science as it covers key aspects of research methodology. Learning how to calculate probability using sampling distributions is a crucial skill in any research context.

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