4 months
Duration
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About

EdX is an online learning platform trusted by over 12 million users offering the Fundamentals of Statistics course in collaboration with Massachusetts Institute of Technology - MITx. Develop a deep understanding of the principles that underpin statistical inference: estimation, hypothesis testing and prediction.

Overview

Statistics is the science of turning data into insights and ultimately decisions. Behind recent advances in machine learning, data science and artificial intelligence are fundamental statistical principles. 

Purpose 

The purpose of this class is to develop and understand these core ideas on firm mathematical grounds starting from the construction of estimators and tests, as well as an analysis of their asymptotic performance.

After developing basic tools to handle parametric models, we will explore how to answer more advanced questions, such as the following:

  • How suitable is a given model for a particular dataset?
  • How to select variables in linear regression?
  • How to model nonlinear phenomena?
  • How to visualize high-dimensional data?
Taking this Fundamentals of Statistics certificate at Massachusetts Institute of Technology - MITx will allow you to expand your statistical knowledge to not only include a list of methods, but also the mathematical principles that link them together, equipping you with the tools you need to develop new ones.

Programme Structure

What you'll learn

  • Construct estimators using method of moments and maximum likelihood, and decide how to choose between them
  • Quantify uncertainty using confidence intervals and hypothesis testing
  • Choose between different models using goodness of fit test
  • Make prediction using linear, nonlinear and generalized linear models
  • Perform dimension reduction using principal component analysis (PCA)

Key information

Duration

  • Part-time
    • 4 months
    • 10 hrs/week

Start dates & application deadlines

We did our best, but couldn't find the next application deadline and start date information online.

Language

English

Delivered

Online

Academic requirements

We are not aware of any academic requirements for this programme.

English requirements

We are not aware of any English requirements for this programme.

Other requirements

General requirements

Prerequisites

  • 6.431x or equivalent probability theory course
  • College-level single and multi-variable calculus
  • Vectors and matrices

Tuition Fee

To alway see correct tuition fees
  • International

    Free
    Tuition Fee
    Based on the tuition of 0 EUR for the full programme during 4 months.
  • National

    Free
    Tuition Fee
    Based on the tuition of 0 EUR for the full programme during 4 months.

Add a Verified Certificate for $300 USD

Funding

Studyportals Tip: Students can search online for independent or external scholarships that can help fund their studies. Check the scholarships to see whether you are eligible to apply. Many scholarships are either merit-based or needs-based.

Our partners

Fundamentals of Statistics
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edX - online learning platform

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