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
Content Generation
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
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
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
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
New Ways To Leverage AI Image Synthesis For Marketing & Advertising Content
This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation: AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: Text After Generative Adversarial Networks (GANs) were introduced by Ian Goodfellow in 2014, a … [Read more...] about New Ways To Leverage AI Image Synthesis For Marketing & Advertising Content
Novel AI Methods For Video Generation for Marketing & Advertising
This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation: AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: Text AI algorithms can significantly increase the efficiency of the original content generation … [Read more...] about Novel AI Methods For Video Generation for Marketing & Advertising
AI Approaches For Text Generation In Marketing & Advertising Use Cases
This research summary is part of our AI for Marketing series which covers the latest AI & machine learning approaches to 5 aspects of marketing automation: AttributionOptimizationPersonalizationAnalyticsContent Generation: ImagesContent Generation: VideosContent Generation: Text Can AI help you write high converting copy for your advertising and marketing … [Read more...] about AI Approaches For Text Generation In Marketing & Advertising Use Cases
Generating Synthetic Sequential Data Using GANs
Sequential data — data that has time dependency — is very common in business, ranging from credit card transactions to medical healthcare records to stock market prices. But privacy regulations limit and dramatically slow-down access to useful data, essential to research and development. This creates a demand for highly representative, yet fully private, synthetic sequential … [Read more...] about Generating Synthetic Sequential Data Using GANs