Building Document-Based Q&A System Using LangChain, Pinecone, and LLMs

Building Document-Based Q&A System Using LangChain, Pinecone, and LLMs

Click the blue text above to follow us 1. Introduction Today we will delve into the process of creating a document-based Q&A system using LangChain and Pinecone, leveraging the latest large language models (LLMs) such as OpenAI’s GPT-4 and ChatGPT. LangChain is a powerful framework designed for developing applications driven by language models, while Pinecone … Read more

Microsoft’s Official Guide to Advanced Prompt Engineering

Microsoft's Official Guide to Advanced Prompt Engineering

Selected from Microsoft Blog Translated by Machine Heart Machine Heart Editorial Team With large models available, the next step is to design the Prompt. In recent months, large models like ChatGPT and GPT-4 have been released. These models exhibit powerful emergent capabilities, but the results generated by the models can be random, varying in quality, … Read more

A Review of Google’s Gemini AI Model

A Review of Google's Gemini AI Model

Telling GPT-4: “Hey, no worries. I’m quite happy here with Google’s Gemini.” Just early this morning, after a long wait, Google launched its latest artificial intelligence model Gemini (Gemini). This model, claimed by Google to be the largest and most powerful AI model, looks incredibly advanced just from the official demonstration video. In the video, … Read more

Andrew Ng Discusses 4 Agent Models: Workflow Efficiency of GPT-3.5 Over GPT-4

Andrew Ng Discusses 4 Agent Models: Workflow Efficiency of GPT-3.5 Over GPT-4

This year, the Sequoia AI Ascent 2024 conference explored many aspects of AI. In a previous article titled ‘Sequoia AI Conference: One of the Biggest Opportunities in AI is Replacing Services with Software,’ we shared insights from Sequoia partners Sonya Huang, Pat Grady, and Konstantine Buhler on the current state of AI. In today’s article, … Read more

DS-Agent: Case-Based Reasoning for Data Science Tasks

DS-Agent: Case-Based Reasoning for Data Science Tasks

MLNLP community is a well-known machine learning and natural language processing community, with an audience that includes NLP graduate students, university professors, and industry researchers from both domestic and international backgrounds. The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, … Read more

Complete Guide to Using GPT-4 for AutoGPT Agent Automation

Complete Guide to Using GPT-4 for AutoGPT Agent Automation

In the era of large models led by ChatGPT, designing prompts to get large models to execute user instructions is an art, giving rise to the profession of ‘Prompt Engineer’. Not everyone can design good prompts, and even the same prompt can yield different results when applied to different large models. Although ChatGPT or GPT-4 … Read more

Understanding The Environmental Impact Of Generative AI

Understanding The Environmental Impact Of Generative AI

With the rapid development and deployment of powerful Generative AI models, the environmental issues they bring are increasingly attracting attention, including a sharp rise in electricity demand and high water consumption. The Resource Intensity and Environmental Cost of Generative AI Generative AI has attracted widespread attention due to its potential immense advantages, from enhancing work … Read more

Summary of Various GPT-4 Autonomous Systems: AutoGPT, AgentGPT, BabyAGI, HuggingGPT, CAMEL

Summary of Various GPT-4 Autonomous Systems: AutoGPT, AgentGPT, BabyAGI, HuggingGPT, CAMEL

The emergence of ChatGPT and LLM technology has swept the world with these state-of-the-art language models, attracting not only AI developers but also enthusiasts and organizations exploring innovative ways to integrate and build with these models. Various platforms have emerged rapidly, integrating and facilitating the development of new applications. The popularity of AutoGPT has led … Read more

Overview of Autonomous Systems Based on GPT-4

Overview of Autonomous Systems Based on GPT-4

Click the “Deephub Imba” above to follow our public account and never miss a good article!! The emergence of ChatGPT and LLM technologies has swept the world with these cutting-edge language models. Not only AI developers, enthusiasts, and some organizations are exploring innovative ways to integrate and build these models. Various platforms have emerged like … Read more

Andrew Ng: Don’t Just Focus on GPT-5, Use GPT-4 for Agents

Andrew Ng: Don't Just Focus on GPT-5, Use GPT-4 for Agents

Machine Heart reports Machine Heart Editorial Team Is the potential of agents underestimated? AI agents were a hot topic last year, but many may not have a clear concept of how much potential AI agents really have. Recently, Stanford University professor Andrew Ng mentioned in a speech that they found workflows built on GPT-3.5 performed … Read more