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*[From Algorithmic to Subjective Randomness](https://proceedings.neurips.cc/paper/2003/hash/b06b5541a62ed438f956b662b4e1ec28-Abstract.html) - ***NeurIPS'03***, 2003. [[All Versions](https://scholar.google.com/scholar?cluster=14721764738308036578)].
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*[On the Complexity of Bayesian Generalization](https://proceedings.mlr.press/v202/shi23i.html) - ***ICML'23***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=5817813824878811147)]. [[Code](https://github.com/SHI-Yu-Zhe/bayesian-generalization-complexity)]. [[Models](https://drive.google.com/file/d/1eCuFqBYN8kuiAmoVtXWedXW0r0TdY55W/view)]. This work studies the two computation modes of concept generalization in the natural visual spectrum, *i.e.*, rule-based and similarity-based generalization, when the problem space scales up and when the complexity of concepts becomes diverse.
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* [On the Complexity of Bayesian Generalization](https://proceedings.mlr.press/v202/shi23i.html) - ***ICML'23***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=5817813824878811147)]. [[Code](https://github.com/SHI-Yu-Zhe/bayesian-generalization-complexity)]. [[Models](https://drive.google.com/file/d/1eCuFqBYN8kuiAmoVtXWedXW0r0TdY55W/view)]. This work examine concept generalization at a large scale in the natural visual spectrum. Established computational modes (i.e., rule-based or similarity-based) are primarily studied isolated, focusing on confined and abstract problem spaces. This work studies these two modes when the problem space scales up and when the complexity of concepts becomes diverse. At the representational level, the authors investigate how the complexity varies when a visual concept is mapped to the representation space. Prior literature has shown that two types of complexities build an inverted-U relation. Leveraging Representativeness of Attribute (RoA), the authors computationally confirm: Models use attributes with high RoA to describe visual concepts, and the description length falls in an inverted-U relation with the increment in visual complexity. At the computational level, the authors examine how the complexity of representation affects the shift between the rule- and similarity-based generalization. The authors hypothesize that category-conditioned visual modeling estimates the co-occurrence frequency between visual and categorical attributes, thus potentially serving as the prior for the natural visual world. Experimental results show that representations with relatively high subjective complexity outperform those with relatively low subjective complexity in rule-based generalization, while the trend is the opposite in similarity-based generalization.
*[liveloveapp](https://liveloveapp.com/) - Workshops are available for Cypress, NgRx, RxJS, AG Grid and web performance.
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*[Angular Material 3 Theming System: Complete Guide](https://angular-material.dev/courses/overview/m3-ng-components) - The only course you will need for Angular Material 3 Theming.
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*[lowgular](https://courses.lowgular.edu.pl/) - The best courses for your career path as an Angular Frontend Developer.
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##### On-Site Training
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@@ -369,6 +370,7 @@ become an Angular expert.
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*[oculr-ngx](https://github.com/Progressive-Insurance/oculr-ngx) - An analytics library that makes collecting data in an Angular app simple.
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*[ngx-clarity](https://github.com/jadengis/ngx-clarity) - A useful Angular library that automatically injects the script tag required to use [Microsoft Clarity](https://clarity.microsoft.com/).
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*[ngx-piwik-pro](https://github.com/PiwikPRO/ngx-piwik-pro) - Dedicated [Piwik PRO](https://piwik.pro/) library that helps with implementing Piwik PRO Tag Manager and the Piwik PRO tracking client in Angular 8+ applications.
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*[ngx-material-tracking](https://github.com/Service-Soft/ngx-material-tracking) - Provides gdpr-compliant tracking functionality for Angular websites. Google Analytics and Meta Pixel are supported out of the box, but you are also able to build your own tracking.
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#### Authentication
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*[permit](https://www.permit.io/) - An authorization-as-a-service solution that can be used with [Angular](https://www.permit.io/blog/how-to-implement-role-based-access-control-rbac-in-angular).
*[FusionAuth Angular SDK](https://fusionauth.io/docs/sdks/angular-sdk) - [FusionAuth](https://fusionauth.io/) SDK helps manage authentication state for your Angular app and provides functionality to login, register, and logout users. It also can be configured to automatically manage your refresh token.
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*[lbx-jwt](https://github.com/Service-Soft/lbx-jwt) - Provides JWT authentication for loopback applications. Includes storing roles inside tokens and handling refreshing. Built-in reuse detection.
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#### Builders
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*[ngx-schematics-utilities](https://github.com/DSI-HUG/ngx-schematics-utilities) - Useful utilities for Angular Schematics.
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*[angular-library-template](https://github.com/lazycuh/angular-library-template) - A template for creating Angular libraries.
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*[detective](https://github.com/angular-architects/detective) - Detective leverages forensic code analysis at the architectural level to uncover hidden patterns in your codebase.
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*[storybook-addon-angular-router](https://github.com/Jakob-em/storybook-addon-angular-router) - A simple plugin to make working with the Angular router in [Storybook](https://storybook.js.org/) easier.
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#### Documentation tools
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*[ng-doc](https://github.com/ng-doc/ng-doc) - The documentation engine for Angular projects.
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*[docgeni](https://github.com/docgeni/docgeni) - A modern, powerful and out of the box documentation generator for Angular components lib and markdown docs.
*[ng-component-hierarchy-visualizer](https://github.com/timonkrebs/ng-component-hierarchy-visualizer) - A non invasive tool to generate Mermaid representations of your Angular component hierarchy representation based on the route configurations
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#### Generators
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*[ngx-suspense-of](https://github.com/Celtian/ngx-suspense-of) - Angular directive that adds suspense to your app.
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*[ngx-http-request-state](https://github.com/daiscog/ngx-http-request-state) - An Angular library for wrapping HttpClient responses with loading & error information.
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*[ngs-request-tracker](https://github.com/andrei-shpileuski/ngs-request-tracker) - A library for tracking, storing, and displaying statistics on all HTTP requests.
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*[ngx-pwa](https://github.com/Service-Soft/ngx-pwa) - Provides additional functionality around Angular pwa's. Most notably being able to cache and sync POST/PATCH/DELETE Requests.
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#### Integrations
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*[ngx-connection-beam](https://github.com/omnedia/ngx-connection-beam) - An Angular component that dynamically renders animated connection lines between two elements.
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*[ngx-countUp](https://github.com/inorganik/ngx-countUp) - Animates a numerical value by counting to it.
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*[ngx-animated-counter](https://github.com/BugSplat-Git/ngx-animated-counter) - BugSplat's library provides simple count up and count down number animations.
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*[ngx-dom-confetti](https://github.com/damingerdai/ngx-dom-confetti) - Celebrate success with dom confetti on Angular projects!
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#### Breadcrumbs
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*[ngx-simple-gallery](https://github.com/zolcsi/ngx-simple-gallery) - A lightweight gallery library for Angular 18 that presents all images as thumbnails, expanding them to full size upon clicking or tapping.
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*[@daelmaak/ngx-gallery](https://github.com/daelmaak/ngx-gallery) - Small, performant, responsive, dependency free, easy to use Angular 8+ gallery.
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*[ngx-custom-carousel](https://github.com/devendramilmile121/ngx-custom-carousel) - A feature-rich Angular 17 component crafted to elevate your carousel experience.
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*[ngx-edge-slider](https://github.com/WingmanColt/ngx-edge-slider) - Highly flexible and customizable slider component designed for Angular applications. It offers an intuitive interface to manage slides, providing smooth transitions, autoplay functionality, responsive design, with interactive features like draggable slides and configurable navigation.
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#### Charts
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*[ng-select2](https://github.com/Harvest-Dev/ng-select2) - This Angular CLI module is a fork of [select2-component](https://github.com/plantain-00/select2-component).
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*[ngx-duration-picker](https://github.com/FrancescoBorzi/ngx-duration-picker) - Angular component for ISO_8601 durations.
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*[ngx-super-select-tree](https://github.com/HesamKashefi/ngx-super-select-tree) - A single/multiple choice drop down tree for Angular!
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*[ngx-easy-emoji-picker](https://github.com/PsySanchez/ngx-easy-emoji-picker) - Angular library that seamlessly integrates emoji selection into your application.
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##### Validation
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*[ngx-img-cropper](https://github.com/web-dave/ngx-img-cropper) - Image cropping tool for Angular.
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*[ngx-smart-cropper](https://github.com/kurti-vdb/ngx-smart-cropper) - Angular standalone component that allows users to upload, crop, and resize images with ease. It provides intuitive drag-and-resize functionality, grid overlays, and supports various aspect ratios and output formats.
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*[ngx-annotorious](https://github.com/vedph/ngx-annotorious) - Angular wrapper for [Annotorious V3](https://annotorious.dev/), a library that adds annotations to images.
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*[ngx-easy-image-drawing](https://github.com/PsySanchez/ngx-easy-image-drawing) - Angular library for easy image drawing on a canvas.
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*[ngx-blurhash-render](https://github.com/Mohid123/ngx-blurhash-render) - Lighweight library that renders the blurhash of a provided image. For Angular 15+. Requires [blurhash](https://www.npmjs.com/package/blurhash) as a dependency.
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#### Keyboard Mouse
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*[ssv.ngx](https://github.com/sketch7/ssv.ngx) - Mono-repo of libraries from [sketch7](https://github.com/sketch7). [ngx.command](https://github.com/sketch7/ssv.ngx/tree/master/libs/ngx.command#readme) is a command pattern implementation for Angular. [ngx.ux](https://github.com/sketch7/ssv.ngx/blob/master/libs/ngx.ux/README.md) provides UX essentials and utilities for building apps.
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*[ng-kit](https://github.com/js-smart/ng-kit) - Reusable Angular components built with Angular Material and Bootstrap 5.x, Utility classes/functions for Date, Form and String operations.
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*[nxt-components](https://github.com/Liquid-JS/nxt-components) - A collection of various Angular components.
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*[ngx-signal-plus](https://github.com/milad-hub/ngx-signal-plus) - A comprehensive utility library for Angular Signals that provides enhanced functionality, operators, and utilities.
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*[ngx-scanner-qrcode](https://github.com/id1945/ngx-scanner-qrcode) - This library is built to provide a solution scanner QR code. This library takes in raw images and will locate, extract, and parse any QR code found within.
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*[Angular-html5qrcode](https://github.com/mohamedfakhreldin/Angular-html5qrcode) - This library provides an Angular wrapper for the [html5-qrcode](https://github.com/mebjas/html5-qrcode) library, allowing developers to easily integrate QR code and barcode scanning functionalities into their applications.
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*[ngx-kjua](https://github.com/werthdavid/ngx-kjua) - Angular QR-Code generator component using [kjua](https://github.com/lrsjng/kjua).
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*[ngx-qrcode](https://github.com/GNURub/ngx-qrcode) - A simple Angular 18+ component to generate QR codes. Based on [react-native-qrcode-skia](https://github.com/enzomanuelmangano/react-native-qrcode-skia) library.
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#### Scroll
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*[Covalent](https://github.com/Teradata/covalent/) - Teradata UI Platform built on Angular Material.
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*[IgniteUI Angular](https://github.com/IgniteUI/igniteui-angular) - Ignite UI for Angular is a complete library of Angular-native, Material-based Angular UI components with the fastest grids, charts, and more.
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*[Alyle UI](https://github.com/A-l-y-l-e/Alyle-UI) - Minimal Design, a set of components for Angular 16+.
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*[angular-material-extensions/google-maps-autocomplete](https://github.com/angular-material-extensions/google-maps-autocomplete) - **Autocomplete** input component and directive for google-maps built with angular material design.
*[angular-material-extensions/password-strength](https://github.com/angular-material-extensions/password-strength) - Angular UI library to illustrate and validate a **password**'s strength with material design.
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*[@angular-material-extensions/google-maps-autocomplete](https://github.com/angular-material-extensions/google-maps-autocomplete) - **Autocomplete** input component and directive for google-maps built with angular material design.
*[@angular-material-extensions/password-strength](https://github.com/angular-material-extensions/password-strength) - Angular UI library to illustrate and validate a **password**'s strength with material design.
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*[angular-jqwidgets](https://www.jqwidgets.com/angular/) - Advanced Angular Components with Material Design.
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*[angular material components](https://github.com/h2qutc/angular-material-components) - Angular Material Library provide extra components for every project.
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*[ng-matero/extensions](https://github.com/ng-matero/extensions) - Angular Material Extensions Library.
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*[@ng-matero/extensions](https://github.com/ng-matero/extensions) - Angular Material Extensions Library.
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*[angular-material-css-vars](https://github.com/johannesjo/angular-material-css-vars) - Little library to use css variables with Angular Material.
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*[ngx-components](https://github.com/DSI-HUG/ngx-components) - Useful components and utility functions for Angular.
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*[dejajs-components](https://github.com/DSI-HUG/dejajs-components) - This repository is an Angular components library and the common utility functions, with a demo application for testing it.
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*[ngx-material-auth](https://github.com/Service-Soft/ngx-material-auth) - A library for Angular which provides functionality around the frontend part of authentication and authorization.
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*[ngx-material-navigation](https://github.com/Service-Soft/ngx-material-navigation) - Builds material navigation elements like a combined navbar and sidenav or footers based on the supplied configuration data. Will automatically move elements from the navbar to the sidenav at the provided breakpoints.
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*[ngx-material-entity](https://github.com/Service-Soft/ngx-material-entity) - With `NgxMaterialEntity` you can create entities and define how to display them directly on their properties. It can even generate complete and highly customizable CRUD-Tables.
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##### Bootstrap Based
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*[ngx-bootstrap](https://github.com/valor-software/ngx-bootstrap) - Fast and reliable Bootstrap widgets in Angular (supports Ivy engine).
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*[design-angular-kit](https://github.com/italia/design-angular-kit) - A toolkit based on Bootstrap Italia
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for the creation of web applications developed with Angular.
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*[ngx-bootstrap-components](https://github.com/dotted-labs/ngx-bootstrap-components) - This library provides a set of Angular components integrated with Bootstrap, designed to be used with Angular's latest features like signals and the OnPush change detection strategy. The components are standalone, meaning they can be imported directly without the need for an encompassing Angular module.
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##### Tailwind CSS Based
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*[ngx-route-manager](https://github.com/perez247/ngx-route-manager) - A simple library to store all route urls used in the application.
*[ngs-json-utils](https://github.com/andrei-shpileuski/ngs-json-utils) - A lightweight utility library for Angular applications that provides easy-to-use functions for working with JSON objects. It includes methods for deep cloning, serialization, and deserialization of JSON data, designed specifically for Angular projects with TypeScript support.
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*[lbx-change-sets](https://github.com/Service-Soft/lbx-change-sets) - This package helps you to track changes made on your entities automatically using a base repository class to extend from.
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