Explore Llama Index: Your New Knowledge Management Tool

Explore Llama Index: Your New Knowledge Management Tool

Hello everyone, I am Sunbird! In this era of information explosion, how to efficiently manage and retrieve knowledge has become a challenge we all face. Today, I want to introduce you to an open-source project that has gained 4.6k stars on GitHub—Llama Index. Project Introduction: Llama Index is an AI-based knowledge management system that helps … Read more

Building Your Personal Knowledge Base with LLaMA

Building Your Personal Knowledge Base with LLaMA

I. Introduction A personal knowledge base is a repository of personal learning, experiences, and observations that can assist individuals in decision-making, problem-solving, and creativity. Imagine it as a personal library that stores all important books (or articles, notes, or ideas). A personal knowledge base can include: key concepts, summaries of research papers or articles, notes … Read more

Recommendation Systems From RAG Perspective: Opportunities and Challenges

Recommendation Systems From RAG Perspective: Opportunities and Challenges

Wang Haofen, Tongji University, “Hundred Talents Program”, Distinguished Researcher, PhD Supervisor Personal Introduction: Wang Haofen, distinguished researcher and PhD supervisor in the “Hundred Talents Program” at Tongji University. He has served as CTO in frontline artificial intelligence companies for a long time. He is one of the initiators of OpenKG, the world’s largest Chinese open … Read more

Master Natural Language Processing with Cursor in Two Hours

Master Natural Language Processing with Cursor in Two Hours

“Your Majesty! I have been learning natural language processing recently, but I feel that my development efficiency is quite low. I heard that Cursor is a great tool. Can you give me some pointers?” The concubine hurriedly came to seek advice. “Haha, my dear concubine, you came at the right time. Cursor is indeed a … Read more

The Role of Neuroscience in AGI Development

The Role of Neuroscience in AGI Development

Background:Artificial General Intelligence (AGI) refers to a system capable of human-like reasoning, learning, and decision-making across various tasks that humans can handle, and has become a focal point of scientific research. While computer science and engineering are at the forefront of AGI development, neuroscience also plays a crucial role in its foundational construction. By studying … Read more

New Architecture Surpasses Transformer? CMU and Princeton Launch with 5x Inference Speed Boost and Performance Optimization

New Architecture Surpasses Transformer? CMU and Princeton Launch with 5x Inference Speed Boost and Performance Optimization

Big Data Digest Authorized Reprint from Leading Technology Author丨Congerry Transformer Challenged! In June 2017, eight Google researchers published a groundbreaking paper titled “Attention is All You Need”. It is called groundbreaking because this paper proposed a new neural network architecture – the Transformer, which opened a new era of generative artificial intelligence and large models. … Read more

Harnessing the Power of RAFT with LlamaIndex

Harnessing the Power of RAFT with LlamaIndex

Introduction The pursuit of adaptability and domain-specific understanding in the field of artificial intelligence and language models has been relentless. The emergence of large language models (LLMs) has ushered in a new era in natural language processing, achieving significant advancements across various domains. However, the challenge lies in how to leverage the potential of these … Read more

How to Enable AI to Speak Chinese: A Step-by-Step Guide

How to Enable AI to Speak Chinese: A Step-by-Step Guide

Last week, the “Huxiu Research” column under Huxiu updated its episode titled “Is Chinese Bound to Fall Behind in the AI Wave?” After the episode aired, we received discussions and doubts from various parties. The questions mainly fell into two categories: One category included many AI practitioners pointing out that our understanding of the principles … Read more

Top 5 AI Agent Frameworks to Explore in 2025

Top 5 AI Agent Frameworks to Explore in 2025

In today’s rapidly advancing AI technology, AI Agents have become a hot area of research and application. Both enterprises and individual developers hope to leverage AI Agents to enhance work efficiency, optimize business processes, or create entirely new user experiences. However, building an AI Agent from scratch is not an easy task. Fortunately, there are … Read more

Amazon: We Extracted an Optimal BERT Subarchitecture, 16% of Bert-Large, 7x CPU Inference Speedup

Amazon: We Extracted an Optimal BERT Subarchitecture, 16% of Bert-Large, 7x CPU Inference Speedup

Selected from arXiv Authors: Adrian de Wynter, Daniel J. Perry Translated by Machine Heart Machine Heart Editorial Team Extracting BERT subarchitectures is a highly worthwhile topic, but existing research has shortcomings in subarchitecture accuracy and selection. Recently, researchers from the Amazon Alexa team refined the process of extracting BERT subarchitectures and extracted an optimal subarchitecture … Read more