Giter Club home page Giter Club logo

itns-tutorials's Introduction

itns-tutorials

Cover image of 'Introduction to the New Statistics' a text book by Geoff Cumming and Robert Calin-Jageman

This website is planned as an unofficial companion book for Introduction to the New Statistics by Geoff Cumming and Robert Calin-Jageman (2017, New York: Routledge) or for short ITNS.

The website follows the structure of the printed book and offers additional material in three aspects:

  • It explains how to apply the provided statistical knowledge from the book to R, a language and open-source environment for statistical computing and graphics. It shows and explains how to solve the end-of-chapter exercises of itns with the help of RStudio, an open-source integrated development environment (IDE), especially suited to support the R language.
  • To foster your knowledge with R, the website contains interactive tutorials to use and get some practice with the R programming language. It uses the R packages learnr, gradethis for creating interactive R tutorials and shiny a package to build interactive web apps straight from R. You will learn essential R packages and study how to solve statistical tasks and challenges with them.
  • A third component consists of exercises developed with H5P, an open-source framework to create interactive activities for checking and reinforcing understanding (e.g., interactive videos, quizzes, and games) based on JavaScript.

This website does not repeat or summarize the book's instructions. To enjoy the interactive tutorials on this website, you have to read and/or consult the relevant content in the book. The website supports this parallelism by providing the same chapter structure as the book.

Educational concept

Faked cover image of 'Introduction to the New Statistics' with overlaid text referencing to unofficial interactive tutorials accompanying the text book.

We want to showcase breaking down theoretical notions into a massive amount of interactive exercises using multiple representations. Multiple representations are different types of representations presented to learners to help them understand an issue more deeply. Students of statistics, for example, are provided with textual descriptions, scatterplots, and math formulas to the same subject or question. To prevent so-called inert knowledge, we challenge learners additionally with interactive activities built around functional and practical environments.

Suggestions, critiques and bug reports are appreciated

Our professional background is further education and educational technology; hence not statistics, data science, nor programming. Therefore we are pleased to receive critical feedback, suggestions, and bug reports.

Work in Progress

itns-tutorials's People

Contributors

petzi53 avatar

Stargazers

 avatar

Watchers

 avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.