A Summary of Graph Neural Networks

A Summary of Graph Neural Networks

Author: yyHaker Source: https://zhuanlan.zhihu.com/p/136521625 This article is about 5900 words long and is recommended to be read in 10 minutes. This article will provide a simple summary from a more intuitive perspective of the currently popular classic GNN networks, including GCN, GraphSAGE, GAT, GAE, and graph pooling strategies such as DiffPool. In recent years, the … Read more

Fundamentals of Neural Networks

Fundamentals of Neural Networks

Table of Contents 1. Neuron Model 2. Perceptron and Neural Networks 3. Error Backpropagation Algorithm 4. Common Neural Network Models 5. Deep Learning 6. References Currently, deep learning (Deep Learning, referred to as DL) is exceptionally popular in the field of algorithms, not only in the internet and artificial intelligence but also in various fields … Read more

Collection of 10 Outstanding Large Language Model Papers

Collection of 10 Outstanding Large Language Model Papers

Large Language Models (LLMs) are a type of artificial intelligence model designed to understand and generate human language. They are trained on vast amounts of text data and can perform a wide range of tasks, including text summarization, translation, sentiment analysis, and more. LLMs are characterized by their large scale, containing billions of parameters, which … Read more

Five Key Issues in China’s Large Model Industry

Five Key Issues in China's Large Model Industry

Author: Liu Yiqin Source: Caijing Eleven (ID:caijingEleven) Currently, large models are becoming an important force driving a new round of technological innovation, industrial upgrading, and productivity leap. Domestic technology companies are seizing the opportunity, intensively launching artificial intelligence large models, showing a hundred flowers blooming situation. However, beneath the excitement of the “hundred model war,” … Read more

Current Status, Innovative Architecture, and Application Prospects of Educational Large Models

Current Status, Innovative Architecture, and Application Prospects of Educational Large Models

Abstract: The transition from general large models to educational large models is an important trend in the deepening development of artificial intelligence large model technology. Based on an analysis of the current status, typical cases, and potential challenges of educational large models, this article posits that educational large models are artificial intelligence models suitable for … Read more

Research on Security and Ethics of Large Models (2024)

Research on Security and Ethics of Large Models (2024)

Introduction AI technology will profoundly affect our work and lifestyle, and ensuring the safety of artificial intelligence is our urgent responsibility. Recently, Tencent released the large model security white paper “Research Report on Security and Ethics of Large Models 2024: Leading Large Model Innovation with Responsible AI.” This report was jointly written by Tencent’s Phoenix … Read more

Applications of Large Models in the Military Field

Applications of Large Models in the Military Field

Large models represent a significant advancement in the field of artificial intelligence and may become a trend and future direction for AI development. A year ago, the launch of ChatGPT by OpenAI sparked a new wave of excitement in the AI community, bringing large models to the forefront and widely expanding their potential applications in … Read more

How Enterprises Should Select Large Model Products Amidst the ‘Hundred Model War’

How Enterprises Should Select Large Model Products Amidst the 'Hundred Model War'

"IT Chat" is a professional IT information and service platform under the Machinery Industry Press, dedicated to helping readers master more professional and practical knowledge and skills in the broad IT field, quickly enhancing workplace competitiveness. Click on the blue WeChat name to quickly follow us! Faced with numerous large model choices in the market, … Read more

Artificial Intelligence: What Are Large Models?

Welcome to the special winter vacation column “High-Tech Lessons for Kids” launched by Science Popularization China! As one of the cutting-edge technologies today, artificial intelligence is changing our lives at an astonishing pace. From smart voice assistants to self-driving cars, from AI painting to machine learning, it opens up a future full of infinite possibilities. … Read more

Understanding the Differences Between Bahdanau and Luong Attention Mechanisms

Understanding the Differences Between Bahdanau and Luong Attention Mechanisms

Click the above “Visual Learning for Beginners” and choose to add a “Star” or “Top” Important content delivered first time From | Zhihu Author | Flitter Link | https://zhuanlan.zhihu.com/p/129316415 This article is for academic exchange only. If there is any infringement, please contact for deletion. The Attention mechanism has become one of the most important … Read more