Illustrated Word2Vec: A Comprehensive Guide

Illustrated Word2Vec: A Comprehensive Guide

Natural Language Processing Author: Machine Learning Beginner Original Author: Jalammar, Translated by Huang Haiguang Since 2013, word2vec has been an effective method for word embedding. This article presents word2vec in an illustrated manner, with no mathematical formulas, making it very easy to understand, and is recommended for beginners to read. (Original Author: jalammar, Translation: Huang … Read more

NLTK: Essential Toolkit for Natural Language Processing

NLTK: Essential Toolkit for Natural Language Processing

NLTK: Essential Toolkit for Natural Language Processing Many people ask me, what tools do I need to master to learn Natural Language Processing (NLP)? In fact, there are many tools for learning NLP, but there is one that you must master, and that is NLTK! NLTK stands for Natural Language Toolkit, which is a natural … Read more

Understanding AI and Gaming Integration

Understanding AI and Gaming Integration

Author: Wenlon ChatGPT was launched by OpenAI on November 30, 2022. Five days later, the number of users exceeded one million, and by January 2023, the user count surpassed 100 million, making it the fastest-growing consumer application. This company has been deeply involved in AI for eight years, and they are just one of the … Read more

RestGPT Framework: Controlling Real-World Applications via RESTful APIs

RestGPT Framework: Controlling Real-World Applications via RESTful APIs

©PaperWeekly Original · Author | Yifan Song Affiliation | PhD Student, Institute of Computational Linguistics, Peking University Research Area | Natural Language Processing Paper Title: RestGPT: Connecting Large Language Models with Real-World RESTful APIs Paper Link: https://arxiv.org/abs/2306.06624 Code Link: https://github.com/Yifan-Song793/RestGPT Research Background Large language models (LLMs) such as ChatGPT and GPT-4 have demonstrated many powerful … Read more

Understanding LLM, GPT, AIGC, AI Agent, and Agentic AI

Understanding LLM, GPT, AIGC, AI Agent, and Agentic AI

Introduction 2024 is set to be a year of full bloom for AI Large Models, with major companies releasing their own large model application products, such as: • Tencent’s Yuanbao • Alibaba’s Tongyi Qianwen • Byte’s Doubao • Baidu’s Wenxiaoyan • The Dark Side of the Moon’s Kimi • And many more It’s a dazzling … Read more

Microsoft Open Sources The Phi Series: Technological Evolution, Capability Breakthroughs, And Future Prospects

Microsoft Open Sources The Phi Series: Technological Evolution, Capability Breakthroughs, And Future Prospects

Microsoft Open Sources The Phi Series: Technological Evolution, Capability Breakthroughs, And Future Prospects 1. Introduction In recent years, the parameter scale of large language models (LLMs) has shown an exponential growth trend, demonstrating strong general intelligence and achieving groundbreaking progress in numerous natural language processing tasks. However, these large models come with high training costs, … Read more

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