Coding

Explore the concept of 'model collapse' in AI. How generative AI models deteriorate when...

Discover the phenomenon of model collapse in AI. Learn why AI needs human-generated data and how to prevent model collapse.

Stable Diffusion revolutionised image creation from descriptive text. GPT-2, GPT-3(.5) and GPT-4 demonstrated astonishing performance across a variety of language tasks. ChatGPT introduced such language models to the general public. It is now clear that large language models (LLMs) are here to stay, and will bring about drastic change in the whole ecosystem of online text and images. In this paper we consider what the future might hold. What will happen to GPT-{n} once LLMs contribute much of the language found online? We find that use of model-generated content in training causes irreversible defects in the resulting models, where tails of the original content distribution disappear. We refer to this effect as Model Collapse and show that it can occur in Variational Autoencoders, Gaussian Mixture Models and LLMs. We build theoretical intuition behind the phenomenon and portray its ubiquity amongst all learned generative models. We demonstrate that it has to be taken seriously if we are to sustain the benefits of training from large-scale data scraped from the web. Indeed, the value of data collected about genuine human interactions with systems will be increasingly valuable in the presence of content generated by LLMs in data crawled from the Internet.

Facetype.js : typeface.js generator

🧩 Plug-and-play, zero-config, cross-browser extension development tool. - cezaraugusto/extension.js: 🧩 Plug-and-play, zero-config, cross-browser extension development tool.

A personal booru-style media tagger that can import files and tags from your hard drive and popular websites. Content can be shared with other users via user-run servers.

A comprehensive guide on developing feature-rich Chrome extensions using NextJS, TypeScript, and React. Learn about leveraging NextJS benefits, structuring the extension, using React, TypeScript, and Chrome APIs, and the build process.

An enhanced version of the shadcn-button component

Console Ninja VS Code extension allows you to see console.log output and runtime errors right next to your code.

Laravel is a PHP web application framework with expressive, elegant syntax. We’ve already laid the foundation — freeing you to create without sweating the small things.

Build data-heavy applications for a global audience with ease. Bring your data to the edge with Accelerate or build real-time applications based on change-data-capture with Pulse.

This D3 tutorial teaches you how to create powerful data visualizations for the web. It gives you a fast introduction to the key concepts of D3.js, like selections, data, axes, scales, bar charts, pie charts, SVG elements, and more.

We cover the basics of art content creation, some of the reasoning behind various PBR standards (without getting too technical), and squash some common misconceptions.

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Norwegian & Things Podcast https://anchor.fm/norwegian-thingsYou can find the templates in the show notes https://www.notion.so/alemayhu/How-to-learn-Norwegi...

Writing blog posts that include code? In this post, you'll learn how to add syntax highlighting to the front-end of your WordPress site.

Load modern JavaScript packages built for you on-demand. Works in modern web browsers, node.js, and deno.

In this tutorial, you'll learn about sentiment analysis and how it works in Python. You'll then build your own sentiment analysis classifier with spaCy that can predict whether a movie review is positive or negative.

In this tutorial, you'll learn about collaborative filtering, which is one of the most common approaches for building recommender systems. You'll cover the various types of algorithms that fall under this category and see how to implement them in Python.

A detailed essay on the process of building a post-processing stylized shader reproducing the style of legendary artist Jean Giraud a.k.a Moebius for your React Three Fiber projects. In it, I detail the process of drawing outlines with a Sobel Filter as well as custom shadow and lighting patterns to bring a unique style to your WebGL scene.

Global Scammer Database | Report Scammer | Reverse Lookups | Search by email, username, picture, phone number & Crypto Address.

Run your GitHub Actions locally 🚀. Contribute to nektos/act development by creating an account on GitHub.

Create Add to Calendar links for adding appointments and events in email message websites and newsletters. Works with Google Calendar, Microsoft Office 365, Outlook, Yahoo Calendar and Apple iCalendar .ics files.

Perplexity AI unlocks the power of knowledge with information discovery and sharing.

Guides mainly for Sonarr/Radarr/Bazarr and everything related to it.

Janis Walser is an interaction designer working at the intersection of strategy, design research and code.

A compact pane for fine-tuning parameters and monitoring value changes