What Is the Transformer Model?

What Is the Transformer Model?

Welcome to the special winter vacation column “High-Tech Lessons for Kids” presented by Science Popularization China! Artificial intelligence, as one of the most cutting-edge technologies today, is rapidly 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 … Read more

AI Capabilities as Core Competencies

AI Capabilities as Core Competencies

Humanity has entered a new era of comprehensive intelligence, where artificial intelligence (AI) represents a historic opportunity. For institutions, enterprises, and individuals across society, the ability to utilize AI has become a core competency. 1. The Revolutionary Significance of Large Models The breakthrough growth of generative artificial intelligence (AIGC), particularly the explosion of large models … Read more

Must-See! Princeton’s Chen Danqi Latest Course on Understanding Large Language Models 2022!

Must-See! Princeton's Chen Danqi Latest Course on Understanding Large Language Models 2022!

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, teachers from universities, and researchers from enterprises. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for the progress … Read more

Educational Applications of Large Language Models: Principles, Status, and Challenges

Educational Applications of Large Language Models: Principles, Status, and Challenges

Abstract: Large Language Models (LLMs) are natural language processing technologies used to describe vast amounts of text through vector representations and generative probabilities. Recently, with the emergence of representative products like ChatGPT, which has garnered widespread attention in the education sector due to its excellent capabilities in generation, comprehension, logical reasoning, and dialogue, research on … Read more

Post-BERT: Pre-trained Language Models and Natural Language Generation

Post-BERT: Pre-trained Language Models and Natural Language Generation

Wishing You a Prosperous Year of the Rat HAPPY 2020’S NEW YEAR Author:Tea Book Club of Lao Song Zhihu Column:NLP and Deep Learning Research Direction:Natural Language Processing Source:AINLP Introduction BERT has achieved great success in the field of natural language understanding, but it performs poorly in natural language generation due to the language model used … Read more

How to Write Effective Prompts for AIGC

How to Write Effective Prompts for AIGC

In the first three articles of this series, we introduced the concept of large language models (link), training methods (link), and core capabilities (link). However, using GPT effectively is still not a simple task. The key to mastering AIGC lies in writing effective prompts. Prompt: Refers to a segment of text input provided to the … Read more

Install Ollama and Open-WebUI on Windows Using Docker Compose

Install Ollama and Open-WebUI on Windows Using Docker Compose

In the field of artificial intelligence, GPT (Generative Pre-trained Transformer) models are popular for their powerful text generation capabilities. However, due to resource limitations, individual users may find it difficult to run and train such large models directly. Fortunately, there are some open-source projects like Ollama and Open-WebUI that can help us set up a … Read more

Multidimensional Examination of Machine Translation

Multidimensional Examination of Machine Translation

Machine translation originated from research in Natural Language Processing (NLP), which is an intersection of linguistics and artificial intelligence, and can be seen as the practice of empowering translation through artificial intelligence technology. Currently, large language models represented by GPT, through deep learning on massive amounts of data, have gained powerful semantic analysis capabilities, allowing … Read more

Essential Technologies Behind Large Models

Essential Technologies Behind Large Models

Approximately 3500 words, recommended reading time 10 minutes. Today, we will explore the core technologies behind large models! 1. Transformer The Transformer model is undoubtedly the solid foundation of large language models, ushering in a new era in deep learning. In the early stages, Recurrent Neural Networks (RNNs) were the core means of handling sequential … Read more

Professor’s View | Wei Hang: Is GPT+Meta the Intelligent Factory of Future Business Education?

Professor's View | Wei Hang: Is GPT+Meta the Intelligent Factory of Future Business Education?

SUFE MBA/EMBA On December 19, 2024, the “2024 International Online Education Conference” hosted by the China Central Radio and Television Station and organized by Genesis Blue Ocean was successfully held in Beijing. The theme of this conference is “Empowering Education with Technology to Shape the Future”, bringing together authoritative experts in education, renowned principals, and … Read more