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Theres a lot of talk about machine learning and large language models, but one related challenge thats just now getting attention is machine unlearning the process of removing data from a trained AI.

Its not simply enough to delete the data. Its a complex problem, as this Google post explains.

Fully erasing the influence of the data requested to be deleted is challenging since, aside from simply deleting it from databases where its stored, it also requires erasing the influence of that data on other artifacts such as trained machine learning models, Google Research Scientists Fabian Pedregosa and Eleni Triantafillou wrote in a June 29 blog post. Moreover, recent research has shown that in some cases it may be possible to infer with high accuracy whether an example was used to train a machine learning model using membership inference attacks (MIAs).

This creates privacy concerns since it indicates that it may be possible to infer that an individuals data trained the model even when its deleted, they added.

To help dress the problem, Google is running a competition that started in mid-July and will continue through September 2023. Theyve also published a starting kit to provide a foundation for participants to build and test their unlearning models on a toy dataset.

The contest is part of the NeurIPS 2023 Competition Track Program, but theres no mention of what the prize will be. Developers can contact unlearning-challenge@googlegroups.com for more information.

The Fresh team plans to release new minor versions of its full-stack JavaScript web framework each month but this months release Fresh 1.3 includes quite a few changes, including expanded and improved documentation, bug fixes and new features.

Among the changes is a merged Get handler and component feature. The two were already highly coupled but required a bit of annoying boilerplate.

To ensure type-safety, youd always have to create an interface for the components props, pass that to the Handlers type as a generic and use that in the component definition. Thats quite a lot of steps! noted frontend developer and Fresh maintainer Marvin Hagemeister. This led to a similar snippet of code needed to pass data between the two. The change is simpler but doesnt require developers to rewrite their routes.

Also, Fresh 1.3 plugins can now inject virtual routes and middleware, which is useful for plugins adding development-specific routes or admin dashboards, he wrote.

Another change: Fresh will now automatically render the _500.tsx template as a fallback when an error is thrown in a route handler.

Previously, Fresh required every island to live in its own file and be exported via a default export. That meant every island file was treated as its own entry point and shipped in a separate JavaScript file to the browser. Fresh 1.3 removes that requirement so that many islands can be exported in a single file.

Theres also support for Deno.serve.

With the recent Deno 1.35.0 release, the Deno.serve API was marked stable, wrote Hagemeister. We followed suit in Fresh and with version 1.3 well use Deno.serve when its available. This new API is not just faster, but also a lot simpler than the previous serve API from std/http.

Website builder Wix plans to introduce a suite of new AI-powered tools, including an automated tool to create websites using natural language prompts.

The tool, called AI Site Generator, will allow users to describe their intent and instantly it will generate a website. However, in an unusual move, Mondays press release did not indicate when these AI capabilities will be available. A request for a timeline by The New Stack had not been answered by the time this post was published.

The tailor-made website is complete with a homepage and all inner pages with text, images, and any business solution including Stores, Bookings, Restaurants, Events and more, the release stated. Users can continue to customize the site and edit based on their needs with integrated AI tools.

Wix is a web hosting solution that competes with the likes of Squarespace, GoDaddy and WordPress.

Other promised tools in the AI suite are:

Currently, Wix offers a number of AI-powered features, such as AI Text Creator, which leverages ChatGPT to create content for particular sections of a site, such as titles, taglines and paragraphs; AI Template Text Creator, which generates the homepage and inner pages of a site after choosing a ready-made template; and AI Domain Generator, which helps users choose a unique domain name.

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Dev News: Google Unlearns, Fresh 1.3 and Wix's AI Plan - The New Stack