Top 10 Strategic Technology Trends for 2025

Top 10 Strategic Technology Trends for 2025

On October 22, 2024, Gartner, a global leading research and consulting company, released the report “Top 10 Strategic Technology Trends for 2025”. The report categorizes the ten strategic technology trends into three main themes: the urgency and risks of AI, new realms of computing, and human-machine collaboration. Tracking these technology trends will help IT leaders … Read more

Reviewing Hot Terms in the LLM Field: Which Ones Do You Not Know?

Reviewing Hot Terms in the LLM Field: Which Ones Do You Not Know?

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university teachers, and corporate researchers. The Vision of the Community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners. Reprinted … Read more

Graph RAG: Merging Knowledge Graphs with Large Models

Training Materials September 2024 Issue This video is a community sharing report from the AI-themed discussion meeting of the Yunhan Community held on August 3, 2024. Speaker: Chen Xiaoyang (Member of the Yunhan Community Committee, General Manager of Fucheng Company) Report Title: “Graph RAG – When Knowledge Graphs Meet Large Models“ AI Video Summary: This … Read more

Using Open Source Frameworks to Deploy Private RAG AI Applications in Universities

Using Open Source Frameworks to Deploy Private RAG AI Applications in Universities

Author: Liu Ran Affiliation: China People’s Police University, Information Technology and Network Management Department Editorial Note In the wave of digital transformation, the information construction of universities is in full swing, with AI applications represented by large language models becoming an important topic for the construction of smart campuses. The One-Stop Service Platform, as an … Read more

Mita AI Search: The Ideal AI Model for Academic Research

Mita AI Search: The Ideal AI Model for Academic Research

This is the 9th article by Teacher Wang Jue introducing AIGC. Please refer to the previous articles: #ai Teacher Wang Jue’s AIGC Educational Application Collection —————————————— Although large models are amazing, they can help us with general document work But Teacher Wang Jue has always believed: For professional research and education, large models are not … Read more

Building RAG AI Assistants with PhiData: A Comprehensive Guide

Building RAG AI Assistants with PhiData: A Comprehensive Guide

Introduction In the field of artificial intelligence, building an intelligent assistant that can understand and respond to user needs is a challenging task. PhiData, as an open-source framework, provides developers with the possibility to create AI assistants with long-term memory, rich knowledge, and powerful tools. This article will introduce the core advantages of PhiData, application … Read more

Enhancing RAG Capabilities with Knowledge Graphs to Reduce LLM Hallucinations

Enhancing RAG Capabilities with Knowledge Graphs to Reduce LLM Hallucinations

Source: DeepHub IMBA This article is approximately 2600 words long and is recommended to be read in 8 minutes. For hallucinations in large language models (LLM), knowledge graphs have proven to be superior to vector databases. When using large language models (LLMs), hallucination is a common issue. LLMs generate fluent and coherent text but often … Read more

Live Broadcast: Large Model + Knowledge Base (RAG) for Industry Digitalization

Live Broadcast: Large Model + Knowledge Base (RAG) for Industry Digitalization

In the blink of an eye, 2024 is nearing its end. This year, the “Huawei Expert Live Room” has successfully held 7 live broadcasts, sharing Huawei’s experience in industry digital transformation, covering construction, steel, non-ferrous metals, smelting, transportation, oil and gas, and continuously shaping the brand image of “digital transformation partners”. Recently, some friends commented … Read more

RAG Meets LLMs: Advancing Retrieval-Augmented Large Language Models

RAG Meets LLMs: Advancing Retrieval-Augmented Large Language Models

Source: ZHUAN ZHI This article is approximately 1000 words long and is recommended for a 5-minute read. In this tutorial, we provide a comprehensive review of the existing research on Retrieval-Augmented Large Language Models (RA-LLMs). As one of the most advanced technologies in the field of artificial intelligence, Retrieval-Augmented Generation (RAG) technology can provide reliable … Read more

Design Patterns for Compound AI Systems (Conversational AI, CoPilots & RAG)

Design Patterns for Compound AI Systems (Conversational AI, CoPilots & RAG)

Author: Raunak Jain March 18, 2024 Translator: Chen Zhiyan Proofreader: zrx This article is approximately 3700 words long and is suggested to be read in 9 minutes. How to build a process-configurable compound AI system using open-source tools. Original Title: Design Patterns for Compound AI Systems (Conversational AI, CoPilots & RAG) Original Link: https://medium.com/@raunak-jain/design-patterns-for-compound-ai-systems-copilot-rag-fa911c7a62e0 What … Read more