Talk | 
International JavaScript Conference London 2024
 | 11.04.2024

The AI Revolution in the Browser? Making Single-Page Apps Smarter

More and more developers intend to integrate Generative AI features into their applications. Until now, this path has practically always led to the cloud—but it doesn't have to be like that! Currently, there are various promising approaches to running AI models directly on the user's computer: Hugging Face, for example, offers the possibility of using machine learning models directly in the browser with Transformers.js. The W3C's Web Neural Network API (WebNN), which is still in the specification phase, will grant such models access to the device's Neural Processing Unit (NPU). This will allow Large Language Models (LLM) or stable diffusion models to be run efficiently in the browser. The advantages of these approaches are obvious: Locally executed AI models are also available offline, the user data does not leave the device, and all this is even free of charge thanks to open-source models. But of course, the model must first be transferred to the user's device, which must also be sufficiently powerful. In this talk, Christian Liebel, Thinktecture's representative at W3C, will present the approaches to make your single-page app smarter. We will discuss use cases and show the advantages and disadvantages of each solution.

Christian Liebel ist Consultant bei Thinktecture. Sein Fokus liegt auf Webstandards und Progressive Web Apps. Er vertritt Thinktecture beim W3C.

Event

International JavaScript Conference London 2024
08.04.24  
- 11.04.24 
@ London
 (GB)
IJS

Links & Materialien

Aufzeichnung

No Data Found

Weitere Artikel zu aktuellen Schwerpunkten

Angular
SL-rund

View Transition API Integration in Angular—a brave new world (Part 1)

If you previously wanted to integrate view transitions into your Angular application, this was only possible in a very cumbersome way that needed a lot of detailed knowledge about Angular internals. Now, Angular 17 introduced a feature to integrate the View Transition API with the router. In this two-part series, we will look at how to leverage the feature for route transitions and how we could use it for single-page animations.
15.04.2024
Low-angle photography of metal structure
AI
cl-neu

AI-Funktionen zu Angular-Apps hinzufügen: lokal und offlinefähig

Künstliche Intelligenz (KI) ist spätestens seit der Veröffentlichung von ChatGPT in aller Munde. Wit WebLLM können Sie einen KI-Chatbot in Ihre eigenen Angular-Anwendungen integrieren. Wie das funktioniert und welche Vor- und Nachteile WebLLM hat, lesen Sie hier.
26.02.2024
Database Access with Sessions
.NET
KP-round

Data Access in .NET Native AOT with Sessions

.NET 8 brings Native AOT to ASP.NET Core, but many frameworks and libraries rely on unbound reflection internally and thus cannot support this scenario yet. This is true for ORMs, too: EF Core and Dapper will only bring full support for Native AOT in later releases. In this post, we will implement a database access layer with Sessions using the Humble Object pattern to get a similar developer experience. We will use Npgsql as a plain ADO.NET provider targeting PostgreSQL.
15.11.2023
Old computer with native code
.NET
KP-round

Native AOT with ASP.NET Core – Overview

Originally introduced in .NET 7, Native AOT can be used with ASP.NET Core in the upcoming .NET 8 release. In this post, we look at the benefits and drawbacks from a general perspective and perform measurements to quantify the improvements on different platforms.
02.11.2023
.NET
KP-round

Optimize ASP.NET Core memory with DATAS

.NET 8 introduces a new Garbage Collector feature called DATAS for Server GC mode - let's make some benchmarks and check how it fits into the big picture.
09.10.2023
Angular
SL-rund

Konfiguration von Lazy Loaded Angular Modulen

Die Konfigurierbarkeit unserer Angular-Module ist für den Aufbau einer wiederverwendbaren Architektur unerlässlich. Aber in der jüngsten Vergangenheit hat uns Angular seine neue modullose Zukunft präsentiert. Wie sieht das Ganze jetzt aus? Wie konfigurieren wir jetzt unsere Lazy-Komponenten? Lasst uns gemeinsam einen Blick darauf werfen.
03.08.2023

Unsere Webinare

Unsere Artikel

Mehr über uns