In the realm of generative AI, open-source projects have emerged as powerful tools that democratize access to cutting-edge models and foster collaborative development. They enable researchers, developers, and enthusiasts to experiment, improve upon existing models, and create novel applications that benefit society as a whole. In this article, I want to briefly review the … [Read more...] about Beyond ChatGPT: Open-Source Projects in Generative AI
Technology
Top 6 Research Papers On Diffusion Models For Image Generation
Midjourney Evolution. V1 – V5.1 In 2015, a research paper from Stanford University and UC Berkeley introduced diffusion models, coming originally from statistical physics, into the field of machine learning. According to the paper summary, “the essential idea is to systematically and slowly destroy the structure in a data distribution through an iterative forward diffusion … [Read more...] about Top 6 Research Papers On Diffusion Models For Image Generation
Exploring Creativity in Large Language Models: From GPT-2 to GPT-4
Creativity as envisioned by Midjourney. Generated by the author This article was originally published on the author’s blog and re-published to TOPBOTS with permission from the author. In recent weeks, people have used large language models (LLMs) to generate a variety of creative content, such as books, flash fiction, rap battles, and music chords. But is it possible to … [Read more...] about Exploring Creativity in Large Language Models: From GPT-2 to GPT-4
Does AI Have Political Opinions?
This article was originally published on the author's blog and re-published to TOPBOTS with permission from the author. There’s a quote about how in polite society, you should never talk about three things: politics, religion, and money. In this article, I break polite conventions to determine how an AI would respond to all three of those topics. As AI tools become more and … [Read more...] about Does AI Have Political Opinions?
The Evolution Of Science: From Descartes To Generative AI
Image generated by ArtMyko using Midjourney The belief that science means observable and repeatable experiments, which began with Descartes in the seventeenth century, is, to this extent, over. Global understanding is, by contrast, based on computational models supported by a knowledge infrastructure. — How to See the World, Nicolas Mirzoeff The Arabic numeral system … [Read more...] about The Evolution Of Science: From Descartes To Generative AI
Using GAMs To Project Progression Of Diabetes
This article is based on the chapter from the Interpretable AI book by Ajay Thampi. Take 35% off Interpretable AI or any other product from Manning by entering bltopbots23 into the discount code box at checkout at manning.com. Diagnostics+ AI – Diabetes Progression Imagine that you’re developing an AI-powered app that will help you diagnose illnesses: Diagnostics+. The … [Read more...] about Using GAMs To Project Progression Of Diabetes
Part 3. AI — A New Approach to Research, Innovation and Entrepreneurship
Credit: [1] “…it is the scale of physics where life emerges, but that life itself is a broader phenomenon recurring across different scales, from chemistry to cells to societies–which more generally concerns the interactions of information (an abstract property) with matter.” [2] In Part 1 of this series I discussed how artificial intelligence (AI) has … [Read more...] about Part 3. AI — A New Approach to Research, Innovation and Entrepreneurship
Overcoming The Limitations Of Large Language Models
How popular LLMs score along human cognitive skills (source: semantic embedding analysis of ca. 400k AI-related online texts since 2021) Disclaimer: This article was written without the support of ChatGPT. In the last couple of years, Large Language Models (LLMs) such as ChatGPT, T5 and LaMDA have developed amazing skills to produce human language. We are quick to … [Read more...] about Overcoming The Limitations Of Large Language Models
Part 2. Generative AI: It Could Redefine “The Theory of Knowledge”
Credit: DALL-E 2 “The contemplation in natural science of a wider domain than the actual leads to a far better understanding of the actual.” — Sir Arthur Eddington In Part 1 of this series, I said “I will refrain from saying that Generative Artificial Intelligence (AI) is the basis for a third school of epistemology”, but recently, I read about the challenges in … [Read more...] about Part 2. Generative AI: It Could Redefine “The Theory of Knowledge”
Part 1. Generative AI: Every Problem is an Information Problem
Image from https://beta.dreamstudio.ai/dream “But the overall pattern is clear: in case after case, when a model can be created and tested, it tends to perform as well as, or better than, human experts making similar decisions. Too often, we continue to rely on human judgment when machines can do better.” — Andrew McAfee, Erik Brynjolfsson [1] The writer David Foster … [Read more...] about Part 1. Generative AI: Every Problem is an Information Problem