Detailed Module Analysis of Transformer Architecture

Detailed Module Analysis of Transformer Architecture

The transformer is an encoder-decoder structure used in fields such as natural language processing and computer vision. The encoder-decoder structure is a crucial part of current large models. Encoder-decoder structure diagram: image-20240221221206633 The transformer module encodes the input to obtain features and then decodes to get the output. A classic diagram from the transformer paper: … Read more

What Is the Transformer Model?

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

In-Depth Analysis of ChatGPT’s Development, Principles, Architecture, and Future

In-Depth Analysis of ChatGPT's Development, Principles, Architecture, and Future

Source: Dolphin Data Science Laboratory This article is approximately 6000 words and is recommended for a 12-minute read. This is a deep technical popular science and interpretation article, without excessive technical terms. [ Introduction ] The author of this article is Dr. Chen Wei, who previously served as the chief scientist of a Huawei-affiliated natural … Read more

Understanding Reinforcement Learning in ChatGPT

Understanding Reinforcement Learning in ChatGPT

Author: Chen Zhiyan This article is about 2400 words long and is recommended for an 8-minute read. This article introduces reinforcement learning in ChatGPT. ChatGPT is based on OpenAI’s GPT-3.5 and is a derivative product of InstructGPT. It introduces a new method of incorporating human feedback into the training process, allowing the model’s output to … Read more

The Evolution and Future of ChatGPT

The Evolution and Future of ChatGPT

Editor’s Note Since its launch on December 2nd, 2022, ChatGPT, developed by the American startup OpenAI, has gained over a million users and sparked intense discussions. It can perform a range of common text output tasks, including writing code, debugging, translating literature, writing novels, creating business copy, generating recipes, doing homework, and evaluating assignments. Moreover, … Read more

Impact and Governance Challenges of ChatGPT

Impact and Governance Challenges of ChatGPT

Chat Generative Pre-trained Transformer (ChatGPT), developed by OpenAI, is an artificial intelligence (AI) large language model that was launched on November 30, 2022. Within just a week of its release, it had over 1 million users, and by the end of January 2023, its monthly active users had surpassed 100 million, making it the fastest-growing … Read more

Exploring the Powerful Features of GPT-4o

Exploring the Powerful Features of GPT-4o

MLNLP community is a well-known machine learning and natural language processing community at home and abroad, covering NLP master’s and Ph.D. students, university teachers, and corporate researchers. 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

How GPT-4 Makes Programming Easier for Developers

How GPT-4 Makes Programming Easier for Developers

🫱Click here to join the group chat of 18 subfields (🔥Highly Recommended)🫲 Since GPT-4 came out, my code has been different. The good news is that I can save 5 hours of work each week. The bad news is that I might completely forget how to program. —— Data Analyst Ken Jee Recently, the application … Read more

The Future of AI Agents Beyond Large Models

The Future of AI Agents Beyond Large Models

Recently, at an event, artificial intelligence experts discussed the topic of “AI agents,” stating that AI agents represent the future direction of artificial intelligence development. Some friends may ask, since we already have powerful large language models like ChatGPT, why do we still need to develop AI agents? This needs to start from what AI … Read more

AI Agents: Building a New Smart Life Landscape

“Can you design a one-day tour plan for Beijing?” Recently, at the 2024 World Intelligent Connected Vehicles Conference, Mr. Li, who experienced the BAIC AI Agent on the ARCFOX Alpha S5, felt he had a “travel consultant” at his service, saying, “With just a voice command, the AI agent can automatically plan the route, which … Read more