Natural Language Processing

Qwen2.5 Technical Report Analysis: 18 Trillion Token Training

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Qwen2.5 Technical Report Analysis: 18 Trillion Token Training

Introduction The development of large language models (LLMs) is advancing rapidly, with each significant update potentially bringing substantial performance improvements and expanding application scenarios. Against this backdrop, Alibaba’s latest release of the Qwen2.5 series models has garnered widespread attention. This technical report provides a detailed overview of the development process, innovations, and performance of Qwen2.5, … Read more

Exploring Agentic AI Systems in Detail

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Exploring Agentic AI Systems in Detail

Artificial intelligence has undergone rapid development in recent years, leading us to feel as though we are living in a science fiction movie. Initially, there was predictive AI, capable of analyzing data and using machine learning algorithms to forecast the future. Then, we shifted to generative AI, which can create new content such as text, … Read more

The Future of Artificial Intelligence

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The Future of Artificial Intelligence

“ The essence of science is to doubt everything ” A few days ago, a comment asked me whether AI Agent and Agentic AI are the same and what the difference is; when I saw this question, I was a bit puzzled. I know what AI Agent is, but what is Agentic AI? This is … Read more

Prospects for Agentic AI Development in 2025

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Prospects for Agentic AI Development in 2025

1 Introduction Artificial Intelligence (AI) has always been a hot topic in the technology field, especially with breakthroughs in machine learning and natural language processing technologies, AI has been able to take on more complex tasks. Agentic AI, as an important branch of AI, is gradually emerging. This article will introduce the concept of Agentic … Read more

Understanding Word2Vec: A Comprehensive Guide

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Understanding Word2Vec: A Comprehensive Guide

Click on the “AI Youdao” above to select the “Top” public account Heavyweight content delivered first-hand This article is reproduced from Big Data Digest, secondary reproduction is prohibited Translated by Zhang Qiuyue, Yihang, Gao Yan, Long Xincheng Embedding is one of the most fascinating ideas in machine learning. If you have ever used Siri, Google … Read more

Overview of Word2Vec Algorithm

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Overview of Word2Vec Algorithm

Technical Column Author: Yang Hangfeng Editor: Zhang Nimei 1.Word2Vec Overview Word2Vec is simply a method of representing the semantic information of words through learning from text and using word vectors, that is, mapping the original word space to a new space through Embedding, so that semantically similar words are close to each other in this … Read more

Essential Knowledge for Machine Learning Competitions: Word2Vec

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Essential Knowledge for Machine Learning Competitions: Word2Vec

1 Introduction This article mainly introduces a very classic algorithm in word embedding, Word2Vec. Initially, Word2Vec was primarily used in text-related problems, but now friends participating in competitions should have noticed that almost half of the traditional data competitions involve Word2Vec. Therefore, we must take a good look at what Word2Vec is actually learning, so … Read more

Weekly Paper: Three Representative Works of Word2Vec Author Tomas Mikolov

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Weekly Paper: Three Representative Works of Word2Vec Author Tomas Mikolov

Paper Weekly WeChat Official Account: paperweekly Introduction Since its introduction, Word2Vec has become a fundamental component of deep learning in natural language processing. Various deep learning models rely on Word2Vec for word-level embeddings when representing words, phrases, sentences, paragraphs, and other text elements. The author of Word2Vec, Tomas Mikolov, is a scholar who has produced … Read more

How Word2Vec Generates Word Vectors

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How Word2Vec Generates Word Vectors

Follow the public account “ML_NLP“ Set as “Starred“, heavy content delivered to you first! Source | Zhihu Address | https://www.zhihu.com/question/44832436/answer/266068967 Author | crystalajj Editor | Machine Learning Algorithms and Natural Language Processing Public Account This article is for academic sharing only. If there is an infringement, please contact the background for deletion. Introduction How does … Read more

Illustrated Word2vec: Everything You Need to Know

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Illustrated Word2vec: Everything You Need to Know

Click on Machine Learning Algorithms and Python Learning ,Select Star Exciting content won’t get lost Source: Big Data Digest Embedding is one of the most fascinating ideas in machine learning. If you’ve ever used Siri, Google Assistant, Alexa, Google Translate, or even your smartphone keyboard for next-word prediction, you have likely benefited from this concept, … Read more