Learn Natural, Nuxt and Screen-reader

A large number of people are unable to use the web effectively due to an impairment or disability.

As developers there are several tools and techniques we can use to make our web applications accessible, ensuring a great user experience that includes everyone.

We all agree that Accessibility is important. However, it’s a broad landscape and can be overwhelming figuring out where to start!

Erin Doyle is an expert in creating accessible React applications and has developed a course that will give you a concrete process for testing, refactoring, and building your applications with accessibility in mind.

After this course, you'll have a jump start on auditing and fixing accessibility issues in your applications and gain a better understanding of your target users and how to approach your web app design from their perspectives.


React is one of the web’s most popular frameworks for building JavaScript applications. 

If you know what you’re doing, React can drastically simplify how you build, use, and maintain code.

Whether you’re a React newbie or you’re ready for advanced techniques, you can level-up with egghead. Explore our in-depth courses, lessons, and community resources to build more powerful applications and crack open your career.

react

Develop Accessible Web Apps with React

This course walks you through the steps of creating a News web app using Vue.js and the Nuxt framework. You will learn how to create dynamic pages for each section of your application and load, store, display, filter, and style the data. Then end result will be a News app with multiple category pages, comments for each section, and user pages.

Vue (pronounced /vjuː/, like view) is a progressive framework for building user interfaces. Unlike other monolithic frameworks, Vue is designed from the ground up to be incrementally adoptable. The core library is focused on the view layer only, and is very easy to pick up and integrate with other libraries or existing projects. On the other hand, Vue is also perfectly capable of powering sophisticated Single-Page Applications when used in combination with modern tooling and supporting libraries.

Create a News App with Vue.js and Nuxt

When you are first building your blog site, it can be difficult to choose what content management system you want to use, and choosing a new framework can be daunting. They can be overwhelming and have a large learning curve.

Open up your knowledge of a powerful Nuxt module with Nuxt Content! Nuxt has a low barrier of entry and you don't have to fight with a content management system or API keys. 

In this course, you will learn how to create your own blog with just Nuxt and a folder of markdown files. Ben will take you from creating your Nuxt project from scratch all the way to deploying your digital garden on Netlify. 

Ben Hong is one of the core team members over at Vue.js and has developed this course to give you a concrete understanding of Nuxt Content and how to build your blog efficiently. 

Build a Digital Garden with Nuxt and Nuxt Content Module

In this course we’ll work through Natural’s API for natural language processing in JavaScript. We’ll look at how to process text: learning how to break up language strings, find the word roots, work with inflectors, find sequences of words, and tag parts of speech. We’ll learn how to find important stats about a body of text: how to compare strings, how to classify text with machine learning, how to use the tf-idf tool to find relevant words. We’ll look at some of the extra tools Natural gives us, including the dictionary/thesaurus of WordNet, a phonetics comparer that lets us see if two words sound the same, and a spellcheck feature. We’ll also look at tries and digraphs, two data structures that help us better analyze bodies of text.

Natural is a general natural language facility for nodejs. Tokenizing, stemming, classification, phonetics, tf-idf, WordNet, string similarity, and some inflections are currently supported.

natural

Natural Language Processing in JavaScript with Natural

We will learn about “stemming,” the process of finding the root of words, often in order to group words by a common base root. We will look at the Porter and Lancaster Stemmers, briefly touch on Natural’s support for Russian and Spanish stemmers, and introduce the function to stem and tokenize at the same time.

Find the roots of words using stemming in Natural

Inflectors are the modifiers of a word that indicate grammatical categories. While Natural’s coverage of inflectors is not comprehensive, we will show how Natural can pluralize/singularize nouns and count numbers. 

Pluralizing nouns and counting numbers with inflectors in Natural

N-grams are sequences of words, where the 'n' stands for the number of words in the sequence. In this lesson, we will see how to find bigrams (2-grams), trigrams (3-grams), and any other length n-gram in a body of text. 

Find sequences of words (n-grams) using Natural

We will learn how to compare how similar two strings are to each other, examining three algorithms: Jaro-Winkler, Levenshtein, and Dice’s Coefficient.  

You should note that none of these algorithms are inherently better than the others. Instead, it's important to choose the one that best fits your text data. 

Compare similarity of strings through string distance in Natural

In this lesson, we will learn how to train a Naive Bayes classifier or a Logistic Regression classifier - basic machine learning algorithms - in order to classify text into categories.

Classify text into categories with machine learning in Natural

In this lesson, we will learn how to train a Naive Bayes classifier and a Logistic Regression classifier - basic machine learning algorithms - on JSON text data, and classify it into categories.

While this dataset is still considered a small dataset -- only a couple hundred points of data -- we'll start to get better results.

The general rule is that Logistic Regression will work better than Naive Bayes, but only if there is enough data. Since this is still a pretty small dataset, Naive Bayes works better here. Generally, Logistic Regression takes longer to train as well. 

This uses data from Ana Cachopo: http://ana.cachopo.org/datasets-for-single-label-text-categorization

Classify JSON text data with machine learning in Natural

Tries are a data structure that provide an efficient way to search for the existence of a word or phrase in a body of text, or to search by prefix. 

Search more efficiently with tries using Natural

Before each page loads, Nuxt supports pre-fetching data to render what you need on the server. This lesson walks you through using Nuxt's `fetch` to load data then save it in the Vuex store.

Load Data from APIs with Nuxt and Vuex

In this lesson, we’ll see how to use Natural’s probabilistic spell-checker, which uses the trie data structure. 

Include spell-check in text projects using Natural

Tf-idf, or term frequency-inverse document frequency, is a statistic that indicates how important a word is to the entire document. This lesson will explain term frequency and inverse document frequency, and show how we can use tf-idf to identify the most relevant words in a body of text. 

Identify the most important words in a document using tf-idf in Natural

screen-reader

There are many techniques for hiding content in user interfaces, and not all are created equal! Learn how different hiding techniques in HTML, CSS and ARIA impact keyboard and screen reader users in addition to visual display. As a bonus, we'll also take a look using a screen reader on a mobile device.

How Visible vs. Hidden Elements Affect Keyboard/Screen Reader Users

The Vue-CLI helps you to quickly and easily setup new Vue projects. Nuxt.js is a library that helps you build server-rendered Vue.js applications. This lesson shows you how to use the nuxt/starter template with the Vue-CLI to quickly start a new project.

Setup a "Hello World" Server-Rendered Vue.js Application with the Vue-CLI and Nuxt

Most applications require state to be shared across the application. In the case of Nuxt, you'll share state across pages. Nuxt integrates easily with Vuex by simply adding JavaScript files in the `store` directory. This lesson walks you through setting up a basic store and using it in your template

Manage Vue.js State with Vuex and Nuxt

You commit changes to state in Vuex using defined `mutations`. You can easily access these state mutations in your template using `mapMutations`. This lesson shows you have to wire together your Vue.js template with your Vuex store using mutations and mapMutations.

Update Vuex State with Mutations and MapMutations in Vue.js

You'll notice soon after working with Nuxt that you'll begin to see your styles flash in during each page load. This is due to the development mode of Nuxt where it injects the styles into the page after the initial page render. You can rest assured that when you use `nuxt build`, your styles will render before the page loads.

Understand the Flash of Unstyled Content in Nuxt

Because Nuxt renders pages on the server, you should use the `nuxt-link` components to navigate between pages. Each time a page loads, you can check if you're on the client or server and avoid doing unnecessary loading based on how the page was rendered. This lesson walks you through using `nuxt-link` and `isClient` to navigate and avoid reloading data.

Navigate with nuxt-link and Customize isClient Behavior in Nuxt and Vue.js

You can isolate parts of templates you want to re-use into components, but you can also reuse those components across pages using layouts. This lesson walks you through creation a navigation component then extracting it out into the default layout.

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