Build AI Agents From Scratch: A Beginner’s Guide

Build AI Agents From Scratch: A Beginner's Guide

What Exactly Is an AI Agent?How Is It Different from ChatGPT? An AI agent, in English, is referred to as AI Agent, where “Agent” means proxy. AI Agent = AI Large Model (LLM) + Planning + Memory + Tools, which includes these components. Everyone should have heard of large models, so I won’t go into … Read more

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

Image Source: Pixabay Compiled by丨Zhao Weijie (NSR Editorial Department) ●  ●  ● Artificial Intelligence (AI) tools are changing the way scientific research is conducted. AlphaFold has essentially solved the problem of protein structure prediction; DeepMD has significantly improved the efficiency and accuracy of molecular simulations; and emerging large language models, such as ChatGPT, are also … Read more

What Is AI Search? Understanding AIGC for Everyone

What Is AI Search? Understanding AIGC for Everyone

On November 1, 2024, Beijing time, OpenAI ChatGPT officially launched its AI search feature. What Is AI Search? Usually, we use search engines like Baidu and Google to find information, but obtaining useful answers this way can require a lot of effort: we often need to conduct multiple searches and sift through numerous links to … Read more

AI’s Rise and ESG Risks: Insights into Energy Crisis

AI's Rise and ESG Risks: Insights into Energy Crisis

1. AI’s Rapid Development Review New quality productivity is driven by the deep application of new technologies, thereby constructing a new type of social production relationship and system. In the 2024 government work report, the development of new quality productivity ranks first among the government’s ten major tasks. As an important driving force for new … Read more

What Is an AI Agent and How Does It Work?

What Is an AI Agent and How Does It Work?

1. What Is an AI Agent? An AI Agent refers to a system or program that can automatically perform tasks for users or other systems by setting workflows and utilizing existing tools to accomplish these tasks. The functions of an AI Agent are not limited to natural language processing, but also include decision-making, problem-solving, interaction … Read more

Is BERT Perfect? Do Language Models Truly Understand Language?

Is BERT Perfect? Do Language Models Truly Understand Language?

Machine Heart Release Author: Tony, Researcher at Zhuiyi Technology AI Lab Everyone knows that language models like BERT have been widely used in natural language processing. However, a question sometimes arises: do these language models truly understand language? Experts and scholars have different opinions on this. The author of this article elaborates on this topic … Read more

Prompt Engineering Tutorial in Chinese

Prompt Engineering Tutorial in Chinese

Write high-quality prompts to let AI generate stunning text and images. —— This is the problem that prompt engineers, who are still in high demand with annual salaries reaching millions, are solving. In the era of large language models, numerous mind-blowing artworks and impressive copywriting are emerging, created not by traditionally defined artists or writers, … Read more

Prompt Design and Fine-tuning of Large Language Models

Prompt Design and Fine-tuning of Large Language Models

This article mainly introduces prompt design, supervised fine-tuning of large language models (SFT), and the application of LLM in the mobile Tmall AI shopping assistant project. Basic Principles of ChatGPT “Speaking AI”, “Agent” In summary, it can be broken down into the following steps: Preprocess text: The input text for ChatGPT needs to be preprocessed. … Read more

Overview of Prompt Engineering

Overview of Prompt Engineering

Abbreviation Explanation: task column CR: Commonsense Reasoning QA: Question Answering SUM: Summarization MT: Machine Translation LCP: Linguistic Capacity Probing GCG: General Conditional Generation CKM: Commonsense Knowledge Mining FP: Fact Probing TC: Text Classification MR: Mathematical Reasoning SR: Symbolic Reasoning AR: Analogical Reasoning Theory: Theoretical Analysis IE: Information Extraction D2T: Data-to-text TAG: Sequence Tagging SEMP: Semantic … Read more

Interpretation of QWen2.5 Technical Report

Interpretation of QWen2.5 Technical Report

Paper Link:https://arxiv.org/pdf/2412.15115 Github Code: https://github.com/QwenLM/Qwen2.5 The technical report of the Qwen2.5 series large language model launched by Alibaba Cloud has been released, covering improvements in model architecture, pre-training, post-training, evaluation, and more. Today, we will provide a simple interpretation. Summary: 1. Core Insights 1.1. Model Improvements ● Architecture and Tokenizer: The Qwen2.5 series includes dense … Read more