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Explained Visually

Explained Visually is a set of interactive explanations created by Victor Powell and Lewis Lehe at setosa.io. Each page takes one mathematical or statistical idea and lets the reader change parameters while the visualization updates.

Topics include Markov chains, eigenvectors and eigenvalues, principal component analysis, ordinary least squares regression, conditional probability and image kernels. Short text sections accompany each interactive element, so the effect of an input on the result can be observed directly.

The pages are free and need no registration. They explain concepts at an introductory to intermediate level and are useful as a quick visual intuition before applying the method in software. The set of topics is small and is not a structured course.

Disciplines: Mathematics, Statistics, Machine learning, Education, Data science.
Free alternative to 3Blue1Brown, Khan Academy, Brilliant.
Explained Visually compared with 3Blue1Brown, Khan Academy and Brilliant
Explained Visually3Blue1BrownKhan AcademyBrilliant
Topics and scope: The site is a small set of interactive pages on single ideas: conditional probability, Markov chains, exponentiation, sine and cosine, pi, eigenvectors and eigenvalues, image kernels, principal component analysis and ordinary least squares regression. It is not organised as a course.Topics and scope: The project is mainly a YouTube channel on linear algebra, calculus, neural networks and topology. Some lessons cover foundations for STEM undergraduates and others are explorations of puzzles.Topics and scope: The science courses listed cover chemistry and physics at middle school, high school and Advanced Placement level, among other subjects.Topics and scope: Courses run from arithmetic to college-level mathematics, plus Python coding, data science, science, technology and AI. Learning Paths group related courses into sequences.
Interaction and format: The pages are an experiment in making hard ideas intuitive, inspired by the Explorable Explanations work of Bret Victor.Interaction and format: Videos are the main format, and the website adds written and interactive versions of many of them.Interaction and format: Content consists of videos, articles and practice questions.Interaction and format: Learners solve hands-on problems with visual models and get immediate feedback. A digital tutor called Koji gives step-by-step guidance without simply revealing answers.
Authorship and tools: The pages are a setosa.io project, and Victor Powell and Lewis Lehe are credited with the series of statistical graphics.Authorship and tools: The author is Grant Sanderson. Almost all animations are made with Manim, a custom open-source Python library, and a community edition is recommended for new users.Authorship and tools: The material is produced by a non-profit organisation.Authorship and tools: Courses are produced by the company itself and delivered on web, iOS and Android, with progress synced across devices.
Cost model: The site links to a Patreon page and a merchandise store and thanks supporters and sponsors. The licensing FAQ on the site does not give its answer in the text reviewed.Cost model: Learning is always free, funded by donations and grants.Cost model: A free tier has daily limits and advertisements. Brilliant Premium is a paid subscription that removes those limits, and a free K-5 arithmetic practice library needs no account.

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