This article is about 10,000 words long, and it is recommended to read for over 10 minutes. This article introduces graph FMs and provides examples of their use. Foundation models in language, vision, and audio have become one of the main research topics in machine learning for 2024, while FMs targeting graph-structured data are somewhat … Read more
Introduction With the development of artificial intelligence technology, machine learning has become a core component of the data science field. The flow of data within the framework of machine learning methods goes through three processes in sequence, corresponding to the three essential elements of machine learning: 1. Model; 2. Strategy; 3. Algorithm. This article will … Read more
Project Overview Llama is an easily accessible, open large language model (LLM) designed for developers, researchers, and businesses to build, experiment, and responsibly scale their generative AI ideas. As part of the foundational system, it is a cornerstone for global social innovation. Several key aspects: Open Access: Easy access to cutting-edge large language models, promoting … Read more
Release of the “Large Model Security Practice (2024)” White Paper The research team from Princeton University has built an evaluation system to analyze and assess AI-generated copyright character issues The team from Columbia University conducts comparative analysis based on video reconstruction to detect videos generated by AI diffusion models Microsoft’s “Skeleton Key” intrusion technology challenges … Read more
Users of ComfyUI know that it is necessary to frequently download various large models from Huggingface, and during the download, three major problems need to be solved: 1. Network issues; domestic users cannot directly access and download large models. 2. Large file download issues; due to unstable networks or unstable proxies, downloads of large files … Read more
Further Reading AI Deep Research No. 19: Jasper: An Integrated AI Tool Born for Marketing AI Deep Research No. 18: Cohere: A Strong Competitor to OpenAI Focused on B-end Track AI Deep Research No. 17: Inspur Information: Focusing on “Cloud + AI”, the Power Leader Welcomes New Development AI Deep Research No. 16: Zhongwang Software … Read more
Machine Heart Column Authors: Xing Zhenchang (CSIRO’s Data61), Huang Qing (JXNU), Cheng Yu (JXNU) The SE4AI team from CSIRO’s Data61 and the Intelligent Software Engineering Laboratory at Jiangxi Normal University jointly developed the world’s first no-code production platform for AI chains, Prompt Sapper, along with corresponding methodologies and an AI service marketplace.Foundation models have brought … Read more
Click on the "Xiaobai Learns Vision" above, choose to add "Starred" or "Pinned" Heavyweight content delivered at the first time Introduction MoD is a new method for Convolutional Neural Networks (CNNs) that improves computational efficiency by selectively processing channels. Unlike traditional static pruning methods, MoD adopts a dynamic computation approach, adjusting computational resources based on … Read more
Abstract arXiv:2310.08278v3 [cs.LG] February 8, 2024 Original paper link: https://arxiv.org/pdf/2310.08278 In recent years, foundation models have caused a paradigm shift in the field of machine learning due to their unprecedented zero-shot and few-shot generalization capabilities. However, despite the success of foundation models in fields such as natural language processing and computer vision, the development of … Read more
21CTO Guide: AWS has launched a new privatized AIGC product. Background AWS has just announced a new artificial intelligence product, the preview feature of Amazon Bedrock. Bedrock is a solution for building generative AI applications using foundational models. Amazon Bedrock is an innovative technology within Amazon Web Services (AWS) that opens up cutting-edge technology in … Read more