#bootstrap — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #bootstrap, aggregated by home.social.
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I have been playing with the idea of rewriting an old web-app I made over the past 20 years. It's right now running on #LAMP and is targeted at #mobile devices, but I'd like to modernize it to use #PostgreSQL and a web #framework that's not old enough to be well into its first divorce.
I'm used to #Java + #Angular (and derivatives like #Ionic), but I'm thinking I want something new. What are people happy with (and have used for actual development beyond a Hello World tutorial)? I can Bing, so I'm more interested in real experiences. I'm not terribly interested in React or Vue, and have already given Swift/SwiftUI for iOS a spin, so I don't want that.
Should have a mobile-first #frontend, be decently mature so I don't have to rewrite in 2 years when support stops. I need a backend and Postgres access. Would like support for #PWA.
Can be Angular-based or stand-alone, can be separate backend and frontend or mixed/tag-soup/hydration-like. #Typescript or the like are fine, but not a requirement. Fuck #Erlang / #Elexir. If you're going to suggest #Go or #Rust better have a good argument because most people suggesting those are extremely annoying people. #Flutter / #Dart = yuck.
I'm using it to track goals/habits and make #charts, #statistics, and some basic machine learning (k-means, affinity propagation, GMM, and other #clustering, that sort of thing). I can program statistics and clustering myself, but a native chart library would be nice (heatmaps, line charts, bar charts/histograms, that sort of thing) and I wouldn't mind not having to implement my own probability distributions. User authentication (persistent between application restarts) is a must (by framework or popular libraries). I can do #Bootstrap, #tailwind, and other front-end #CSS, but I'd be perfectly happy not having to as long as I can make my widgets purple. -
I have been playing with the idea of rewriting an old web-app I made over the past 20 years. It's right now running on #LAMP and is targeted at #mobile devices, but I'd like to modernize it to use #PostgreSQL and a web #framework that's not old enough to be well into its first divorce.
I'm used to #Java + #Angular (and derivatives like #Ionic), but I'm thinking I want something new. What are people happy with (and have used for actual development beyond a Hello World tutorial)? I can Bing, so I'm more interested in real experiences. I'm not terribly interested in React or Vue, and have already given Swift/SwiftUI for iOS a spin, so I don't want that.
Should have a mobile-first #frontend, be decently mature so I don't have to rewrite in 2 years when support stops. I need a backend and Postgres access. Would like support for #PWA.
Can be Angular-based or stand-alone, can be separate backend and frontend or mixed/tag-soup/hydration-like. #Typescript or the like are fine, but not a requirement. Fuck #Erlang / #Elexir. If you're going to suggest #Go or #Rust better have a good argument because most people suggesting those are extremely annoying people. #Flutter / #Dart = yuck.
I'm using it to track goals/habits and make #charts, #statistics, and some basic machine learning (k-means, affinity propagation, GMM, and other #clustering, that sort of thing). I can program statistics and clustering myself, but a native chart library would be nice (heatmaps, line charts, bar charts/histograms, that sort of thing) and I wouldn't mind not having to implement my own probability distributions. User authentication (persistent between application restarts) is a must (by framework or popular libraries). I can do #Bootstrap, #tailwind, and other front-end #CSS, but I'd be perfectly happy not having to as long as I can make my widgets purple. -
I have been playing with the idea of rewriting an old web-app I made over the past 20 years. It's right now running on #LAMP and is targeted at #mobile devices, but I'd like to modernize it to use #PostgreSQL and a web #framework that's not old enough to be well into its first divorce.
I'm used to #Java + #Angular (and derivatives like #Ionic), but I'm thinking I want something new. What are people happy with (and have used for actual development beyond a Hello World tutorial)? I can Bing, so I'm more interested in real experiences. I'm not terribly interested in React or Vue, and have already given Swift/SwiftUI for iOS a spin, so I don't want that.
Should have a mobile-first #frontend, be decently mature so I don't have to rewrite in 2 years when support stops. I need a backend and Postgres access. Would like support for #PWA.
Can be Angular-based or stand-alone, can be separate backend and frontend or mixed/tag-soup/hydration-like. #Typescript or the like are fine, but not a requirement. Fuck #Erlang / #Elexir. If you're going to suggest #Go or #Rust better have a good argument because most people suggesting those are extremely annoying people. #Flutter / #Dart = yuck.
I'm using it to track goals/habits and make #charts, #statistics, and some basic machine learning (k-means, affinity propagation, GMM, and other #clustering, that sort of thing). I can program statistics and clustering myself, but a native chart library would be nice (heatmaps, line charts, bar charts/histograms, that sort of thing) and I wouldn't mind not having to implement my own probability distributions. User authentication (persistent between application restarts) is a must (by framework or popular libraries). I can do #Bootstrap, #tailwind, and other front-end #CSS, but I'd be perfectly happy not having to as long as I can make my widgets purple. -
I have been playing with the idea of rewriting an old web-app I made over the past 20 years. It's right now running on #LAMP and is targeted at #mobile devices, but I'd like to modernize it to use #PostgreSQL and a web #framework that's not old enough to be well into its first divorce.
I'm used to #Java + #Angular (and derivatives like #Ionic), but I'm thinking I want something new. What are people happy with (and have used for actual development beyond a Hello World tutorial)? I can Bing, so I'm more interested in real experiences. I'm not terribly interested in React or Vue, and have already given Swift/SwiftUI for iOS a spin, so I don't want that.
Should have a mobile-first #frontend, be decently mature so I don't have to rewrite in 2 years when support stops. I need a backend and Postgres access. Would like support for #PWA.
Can be Angular-based or stand-alone, can be separate backend and frontend or mixed/tag-soup/hydration-like. #Typescript or the like are fine, but not a requirement. Fuck #Erlang / #Elexir. If you're going to suggest #Go or #Rust better have a good argument because most people suggesting those are extremely annoying people. #Flutter / #Dart = yuck.
I'm using it to track goals/habits and make #charts, #statistics, and some basic machine learning (k-means, affinity propagation, GMM, and other #clustering, that sort of thing). I can program statistics and clustering myself, but a native chart library would be nice (heatmaps, line charts, bar charts/histograms, that sort of thing) and I wouldn't mind not having to implement my own probability distributions. User authentication (persistent between application restarts) is a must (by framework or popular libraries). I can do #Bootstrap, #tailwind, and other front-end #CSS, but I'd be perfectly happy not having to as long as I can make my widgets purple. -
I have been playing with the idea of rewriting an old web-app I made over the past 20 years. It's right now running on #LAMP and is targeted at #mobile devices, but I'd like to modernize it to use #PostgreSQL and a web #framework that's not old enough to be well into its first divorce.
I'm used to #Java + #Angular (and derivatives like #Ionic), but I'm thinking I want something new. What are people happy with (and have used for actual development beyond a Hello World tutorial)? I can Bing, so I'm more interested in real experiences. I'm not terribly interested in React or Vue, and have already given Swift/SwiftUI for iOS a spin, so I don't want that.
Should have a mobile-first #frontend, be decently mature so I don't have to rewrite in 2 years when support stops. I need a backend and Postgres access. Would like support for #PWA.
Can be Angular-based or stand-alone, can be separate backend and frontend or mixed/tag-soup/hydration-like. #Typescript or the like are fine, but not a requirement. Fuck #Erlang / #Elexir. If you're going to suggest #Go or #Rust better have a good argument because most people suggesting those are extremely annoying people. #Flutter / #Dart = yuck.
I'm using it to track goals/habits and make #charts, #statistics, and some basic machine learning (k-means, affinity propagation, GMM, and other #clustering, that sort of thing). I can program statistics and clustering myself, but a native chart library would be nice (heatmaps, line charts, bar charts/histograms, that sort of thing) and I wouldn't mind not having to implement my own probability distributions. User authentication (persistent between application restarts) is a must (by framework or popular libraries). I can do #Bootstrap, #tailwind, and other front-end #CSS, but I'd be perfectly happy not having to as long as I can make my widgets purple. -
9 Times the Web Platform Was Influenced by Libraries, by @jadjoubran.io:
https://jadjoubran.io/blog/web-platform-influenced-by-libraries
#webplatform #retrospectives #libraries #dojo #bootstrap #jquery #mootools #prototypejs #esm #commonjs
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K3sup – bootstrap K3s over SSH in < 60s
https://github.com/alexellis/k3sup
#HackerNews #K3sup #K3s #SSH #bootstrap #DevOps #Kubernetes #OpenSource
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K3sup – bootstrap K3s over SSH in < 60s
https://github.com/alexellis/k3sup
#HackerNews #K3sup #K3s #SSH #bootstrap #DevOps #Kubernetes #OpenSource
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K3sup – bootstrap K3s over SSH in < 60s
https://github.com/alexellis/k3sup
#HackerNews #K3sup #K3s #SSH #bootstrap #DevOps #Kubernetes #OpenSource
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K3sup – bootstrap K3s over SSH in < 60s
https://github.com/alexellis/k3sup
#HackerNews #K3sup #K3s #SSH #bootstrap #DevOps #Kubernetes #OpenSource
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K3sup – bootstrap K3s over SSH in < 60s
https://github.com/alexellis/k3sup
#HackerNews #K3sup #K3s #SSH #bootstrap #DevOps #Kubernetes #OpenSource
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Hi @stefano,
can you recommend a writeup for #headless #bootstrapping a #Rpi4 with #BSD? -
Hi @stefano,
can you recommend a writeup for #headless #bootstrapping a #Rpi4 with #BSD? -
Hi @stefano,
can you recommend a writeup for #headless #bootstrapping a #Rpi4 with #BSD? -
Hi @stefano,
can you recommend a writeup for #headless #bootstrapping a #Rpi4 with #BSD? -
Hi @stefano,
can you recommend a writeup for #headless #bootstrapping a #Rpi4 with #BSD? -
How to waste a Sunday playing with a 10" netbook
https://frankper.gitlab.io/blog/chuwi-minibook-x-linux-bootstrap/
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Post 2/2
You can even extend it further — still at $0:
• Expo → build mobile apps
• Chrome Extensions → same backend⚠️ Costs to consider:
• Domain (or use free Netlify subdomain)
• App store listings:
– Android → one-time fee
– Chrome → one-time fee
– iOS → yearly feeIdea → live product with almost zero cost 🚀
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I remember when it was 2013 and remade the page of TodoJuegos, a small videogame store using Bootstrap 2.
13 years later, and still does look modern and functional.
Never got an answer for the store, I believe.
#Design #GraphicDesign #WebDesign #WebDevelopment #WebDev #HTML #CSS #JQuery #JavaScript #HTML5 #Bootstrap
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От CI к GitOps: Bootstrap Namespaces в Kubernetes
Привет, Хабр! Меня зовут Никита Чубаров. По трудовому договору я инженер-эксперт по разработке и сопровождению сервисов, а по факту DevOps-инженер с фокусом на доставку в платформенных командах, которые поставляют общие решения для десятка дочерних команд. Со временем эта доставка перестала быть прозрачной и предсказуемой, и всё больше напоминала космолёт, в котором пилот перед каждым запуском вручную подключает провода, проверяет давление в контурах и по списку нажимает десятки кнопок. Пока запусков мало, это ещё можно представить, но когда их становится сотни, а кораблей — десятки, такая схема быстро превращается в источник ошибок и выгорания. Примерно в таком состоянии у нас находился Bootstrap Namespaces. В статье я расскажу, как мы прошли путь от сложной CI-оркестрации к декларативному управлению Bootstrap Namespaces через Argo CD и GitOps, какие проблемы это позволило убрать и какие новые ограничения пришлось принять.
https://habr.com/ru/companies/raiffeisenbank/articles/1001782/
#gitops #argo_cd #applicationset #bootstrap #helm #cluster #git #generator #infrastructure_as_code #app_of_apps
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Build any landing-page site design without coding - Stream WordPress one-page theme - All you need to build an exceptional one-page website style easily with anchors without coding and with a drag & drop live page builder https://visualmodo.com/theme/stream-wordpress-theme/ Build your own one-page/landing-page that converts and grow your brand! ⚓️📱💻🖥️
#webdesign #HTML5 #CSS3 #template #plugins #theme #wordpress #onepage #pagebuilder #landingpage #bootstrap #anchor #navigation -
Build any landing-page site design without coding - Stream WordPress one-page theme - All you need to build an exceptional one-page website style easily with anchors without coding and with a drag & drop live page builder https://visualmodo.com/theme/stream-wordpress-theme/ Build your own one-page/landing-page that converts and grow your brand! ⚓️📱💻🖥️
#webdesign #HTML5 #CSS3 #template #plugins #theme #wordpress #onepage #pagebuilder #landingpage #bootstrap #anchor #navigation -
#ITByte: #Semantic is a development #Framework that helps create beautiful, responsive layouts using human-friendly HTML.It provides templates for HTML elements with CSS styling that users can deploy for easy interface development.
A brief overview of #SemanticUI and how it compares against #Bootstrap?
https://knowledgezone.co.in/posts/Semantic-UI-63d0cc01c187be4df9c665c3
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#ITByte: #Semantic is a development #Framework that helps create beautiful, responsive layouts using human-friendly HTML.It provides templates for HTML elements with CSS styling that users can deploy for easy interface development.
A brief overview of #SemanticUI and how it compares against #Bootstrap?
https://knowledgezone.co.in/posts/Semantic-UI-63d0cc01c187be4df9c665c3
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#ITByte: #Semantic is a development #Framework that helps create beautiful, responsive layouts using human-friendly HTML.It provides templates for HTML elements with CSS styling that users can deploy for easy interface development.
A brief overview of #SemanticUI and how it compares against #Bootstrap?
https://knowledgezone.co.in/posts/Semantic-UI-63d0cc01c187be4df9c665c3
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#ITByte: #Semantic is a development #Framework that helps create beautiful, responsive layouts using human-friendly HTML.It provides templates for HTML elements with CSS styling that users can deploy for easy interface development.
A brief overview of #SemanticUI and how it compares against #Bootstrap?
https://knowledgezone.co.in/posts/Semantic-UI-63d0cc01c187be4df9c665c3
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Edge WordPress Theme - Build an amazing site design without coding. Use our awesome drag & drop page builder and the fastest theme on the market https://visualmodo.com/theme/edge-wordpress-theme/ 👔📈📊💼
Build better websites with Visualmodo and grow your business!
#webdesign #HTML5 #CSS3 #template #plugins #themes #WordPress #onepage #ecommerce #responsive #retina #marketing #SEO #website #Bootstrap #agency #siteBuilder #business -
Build any landing-page site design without coding - Stream WordPress one-page theme - All you need to build an exceptional one-page website style easily with anchors without coding and with a drag & drop live page builder https://visualmodo.com/theme/stream-wordpress-theme/ Build your own one-page/landing-page that converts and grow your brand! ⚓️📱💻🖥️
#webdesign #HTML5 #CSS3 #template #plugins #theme #wordpress #onepage #pagebuilder #landingpage #bootstrap #anchor #navigation -
Edge WordPress Theme - Build an amazing site design without coding. Use our awesome drag & drop page builder and the fastest theme on the market https://visualmodo.com/theme/edge-wordpress-theme/ 👔📈📊💼
Build better websites with Visualmodo and grow your business!
#webdesign #HTML5 #CSS3 #template #plugins #themes #WordPress #onepage #ecommerce #responsive #retina #marketing #SEO #website #Bootstrap #agency #siteBuilder #business -
Создание контрола Avalonia/WPF для двухцветных векторных Bootstrap Icons
В мире разработки приложений, будь то веб или десктоп, использование айконок является неотъемлемой частью пользовательского интерфейса. Векторные айконки предпочтительнее растровых, так как они масштабируются без потери качества. Одной из популярных коллекций векторных айконок является Bootstrap Icons , содержащая более 2000 готовых айконок. Хотя коллекция Bootstrap Icons доступна как npm-пакет bootstrap-icons и ориентирована на веб-разработку, её можно эффективно использовать в десктопных приложениях. Создадим с нуля контрол BootstrapIcon для удобного использования двухцветных векторных айконок в приложениях на Avalonia/WPF. Сами изображения, в основном берем из SVG-файлов библиотеки bootstrap-icons , отсюда и название нашего контрола. Туториал ориентирован на разработчиков, знакомых с Avalonia на базовом уровне. Основной упор в реализации контрола делается на Avalonia. Вариант для WPF, надеюсь, будет полезен для тех, кто переходит с WPF на Avalonia. 🔗 Полученные контролы BootstrapIcon для Avalonia и WPF с примерами использования размещены на GitHub . 👉 Продолжение следует... Планируется публикация ещё пары туториалов, в которых будет пошаговое руководство для создания главного меню приложения и аналога ToolBar с использованием BootstrapIcon .
https://habr.com/ru/articles/904886/
#bootstrap #bootstrapicons #net_core #pathicons #avalonia #wpf #nodejs #icons
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EL INICIO DE MI CARRERA EN DESARROLLO Y DISEÑO WEB
https://drixpell.com/2025/06/08/el-inicio-de-mi-carrera-en-desarrollo-y-diseno-web/
#drixpell #drix #desarrollo #diseño #web #html5 #css3 #javascript #tailwind #react #vite #wordpress #git #github #jquery #sass #bootstrap #php #mysql #laravel #codeigniter #vscode #figma #cursos #planes
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Edge WordPress Theme - Build an amazing site design without coding. Use our awesome drag & drop page builder and the fastest theme on the market https://visualmodo.com/theme/edge-wordpress-theme/ 👔📈📊💼
Build better websites with Visualmodo and grow your business!
#webdesign #HTML5 #CSS3 #template #plugins #themes #WordPress #onepage #ecommerce #responsive #retina #marketing #SEO #website #Bootstrap #agency #siteBuilder #business -
Edge WordPress Theme - Build an amazing site design without coding. Use our awesome drag & drop page builder and the fastest theme on the market https://visualmodo.com/theme/edge-wordpress-theme/ 👔📈📊💼
Build better websites with Visualmodo and grow your business!
#webdesign #HTML5 #CSS3 #template #plugins #themes #WordPress #onepage #ecommerce #responsive #retina #marketing #SEO #website #Bootstrap #agency #siteBuilder #business -
#FrontEndDeveloper #webdesigner
I have 6 Years working as a #FrontEndDeveloper #webdesinger & I am #looking for a new role and would appreciate your #support. #OpenToWork
Skill: #CSS, #HTML, #JavaScript, #Jquery, #Bootstrap, #SCSS, #TailwinCSS, #XD, #Photoshop, #WordPress (Elementor, Wp bakery), #AMP (Accelerated Mobile Pages), #ReactJs (#fresher - , Router, css, html, Api), #SEO, #GWD (Animated Banner).
Any Freelancing Work ?
1 Page Design : 20$
My Portfolio : https://riddham007.github.io/
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Transform Design into Code: What's New in Screenshot-to-Code 🎯
🤖 Powered by #AI models: #ClaudeSonnet 3.5 and #GPT4 for precise code generation
💻 Supports multiple tech stacks:
• #HTML + #Tailwind
• #React & #Vue integration
• #Bootstrap & #Ionic options
• #SVG capabilities🎥 New feature: Convert video/screen recordings into functional prototypes
🛠️ Development options:
• Try hosted version at https://screenshottocode.com/
• Run locally with #Docker or manual setup
• Requires #OpenAI or #Anthropic API keys -
Which design of 🏷️tags do you prefer?
⬆️ For screenshots see previous post that this poll is a reply to. Unfortunately I can’t create a poll with images 😔
Feel free to vote and comment your thoughts—whether you’re a Coocook user or not. Please boost for more range! 🚀
#userinterface #webdesign #bootstrap #userinterfacedesign #tags #poll #css #FOSS #recipes #rezepte #cooking
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Which design of 🏷️tags do you prefer?
⬆️ For screenshots see previous post that this poll is a reply to. Unfortunately I can’t create a poll with images 😔
Feel free to vote and comment your thoughts—whether you’re a Coocook user or not. Please boost for more range! 🚀
#userinterface #webdesign #bootstrap #userinterfacedesign #tags #poll #css #FOSS #recipes #rezepte #cooking
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Which design of 🏷️tags do you prefer?
⬆️ For screenshots see previous post that this poll is a reply to. Unfortunately I can’t create a poll with images 😔
Feel free to vote and comment your thoughts—whether you’re a Coocook user or not. Please boost for more range! 🚀
#userinterface #webdesign #bootstrap #userinterfacedesign #tags #poll #css #FOSS #recipes #rezepte #cooking
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Which design of 🏷️tags do you prefer?
⬆️ For screenshots see previous post that this poll is a reply to. Unfortunately I can’t create a poll with images 😔
Feel free to vote and comment your thoughts—whether you’re a Coocook user or not. Please boost for more range! 🚀
#userinterface #webdesign #bootstrap #userinterfacedesign #tags #poll #css #FOSS #recipes #rezepte #cooking
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Which design of 🏷️tags do you prefer?
⬆️ For screenshots see previous post that this poll is a reply to. Unfortunately I can’t create a poll with images 😔
Feel free to vote and comment your thoughts—whether you’re a Coocook user or not. Please boost for more range! 🚀
#userinterface #webdesign #bootstrap #userinterfacedesign #tags #poll #css #FOSS #recipes #rezepte #cooking
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HTML/CSS Frameworks, in Their Own Words (by Word Cloud):
Checking in on Bootstrap, Tailwind, Foundation, Bulma, Milligram, Pure, and UIkit.
https://meiert.com/en/blog/html-css-frameworks-words/
#frameworks #bootstrap #tailwind #foundation #bulma #milligram #pure #uikit
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Libre pour du Développement Web fullstack 🤗
CDI distanciel de préférence sinon je m'adapte, je suis à Paris.
Compétences en +:
Maquettiste #Photoshop #Illustrator,
Monteur vidéo #Premiere #Avid,
Habillage/Animation #AfterEffect
Régie/Vidging/Mapping: #Obs #Resolume #MilluminCV en mp.
#HTML
#CSS
#PHP
#JS
#jQuery
#Scss
#Symfony
#React
#NextJs
#ViteJs
#Bootstrap
#Tailwind
#Stripe
#dataTables
#Wordpress
#Prestashop
#Sylius
#MongoDb
#Mariadb -
@ollieread We are building #Fantasya - a #pbem game - with #PHP. The engine is a vanilla PHP only application. The website is based on #Symfony with #Bootstrap.
#FantasyaWissen
https://www.fantasya-pbem.de -
[Перевод] Введение в Advanced Views Framework
Advanced Views — это специализированный WordPress фреймворк, который предлагает улучшенный способ запроса и отображения контента. Его основная цель - ускорить и упростить создание качественного фронтенда для WordPress. Если вы привыкли думать, что WordPress - это только про page builders и что быстрое создание качественного фронтенда здесь априори невозможно, то Advanced Views вас приятно удивит: модульный подход, Twig шаблоны, Just-in-Time assets, BEM из коробки, поддержка Tailwind и WordPress Interactivity API - в общем все что нужно для того, чтобы быстро и качественно отобразить контент на любом WordPress сайте.
https://habr.com/ru/articles/823742/
#framework #Twig #bem #tailwind #bootstrap #wordpress_interactivity_api #wordpress #advanced_custom_fields #modern_tools
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I’m also shocked at ui frameworks that rely on label’s “for” attribute, while you can easily wrap the input with a label for the same effect.
I’ve seen websites use labels but not connect them to an input
#Bootstrap , #DaisyUI , #Bulma all make this mistake
https://developer.mozilla.org/en-US/docs/Web/HTML/Element/label
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Dev Web fullstack, je termine un long CDD en fin de semaine. Je suis donc libre à partir du 3 juin.
CDI distanciel de préférence sinon je m'adapte, je suis à Paris.
Compétences en +:
Maquettiste #Photoshop #Illustrator,
Monteur vidéo #Premiere, #Avid,
Habillage/Animation #AfterEffectCV dispo en mp.
#HTML #CSS #PHP #JS #jQuery #Scss #Symfony #React #NextJs #ViteJs #Bootstrap #Tailwind #Stripe #dataTables #Wordpress #Prestashop #Sylius #MongoDb #Mariadb #aws #debian #Vi #bash #English
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Продвинутое использование форм в Django (на примере Bootstrap и crispy)
В этой статье поговорим о существующих подходах к рендерингу веб-форм в Django. Обсудим подходы с использованием стандартных средств Django, а также применим сторонние средства для продвинутого управления рендерингом форм на примере пакета django-crispy-forms и фронтенд библиотеки bootstrap 5.
https://habr.com/ru/articles/811635/
#django #python #crispy #bootstrap #forms #serverside #ООП #django_templates #DRY
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Elevate #user #experience on your #website with #customizable #toast #notifications🚀
This sleek #JavaScript code creates #dynamic toast #messages for various #events, from #errors to #successes. Plus, it's easy to #integrate and #customize to fit your needs. Check out the #code on my #GitHub #Gist - https://gist.github.com/AnandPilania/6228ddf1ce4aef0bb5c6f4b45333a22c
#JavaScript #WebDevelopment #Toasts #UserExperience #bootstrap
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Типичные задачи аналитика. Часть 2. А есть ли тренд?
В первой части статьи на Habr мы рассмотрели классические подходы к оценке изменений метрики при условии ее стационарности. В этом контексте статистические критерии, применяемые в A/B тестировании , оказались весьма эффективными. Однако, если существует стабильный тренд, например, среднемесячная аудитория увеличивается из года в год, оценка разницы средних за два смежных периода времени может быть некорректной. В таком случае среднее значение предыдущего периода всегда будет отличаться от среднего постпериода, и это часто может быть не связано с исследуемым функционалом. Одна из причин — тренд не всегда зависит от действий компании и часто является следствием внешних условий. Например, рост аудитории может быть связан с увеличением благосостояния населения, масштабированием бизнеса или сезонными факторами. Таким образом, наличие или отсутствие тренда является важным аспектом анализа данных. Рассмотрим несколько успешных и неудачных подходов, которые можно применять для решения этой задачи.
https://habr.com/ru/articles/795251/
#big_data #bootstrap #аналитика #analytics #trends #mannkendall #linear_regression #spearman #rmr
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Relevant #papers:
1. “Multics Security Evaluation; Vulnerability Analysis” [1974, PDF], US Air Force (https://seclab.cs.ucdavis.edu/projects/history/papers/karg74.pdf).
2. “Reflections On Trusting Trust” [1984, PDF], Ken Thompson (https://dl.acm.org/doi/pdf/10.1145/358198.358210).