Data Mining

Research Progress on Explainable Artificial Intelligence (XAI)

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Research Progress on Explainable Artificial Intelligence (XAI)

Originally published by Algorithm Advancement This article studies how data collection, processing, and analysis contribute to Explainable Artificial Intelligence (XAI) from a data-centric perspective. Existing work is categorized into three types, serving to explain deep models, reveal training data insights, and provide domain knowledge insights. It distills data mining operations and DNN behavior descriptors for … Read more

An Overview of the Word2vec Skip-Gram Model

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An Overview of the Word2vec Skip-Gram Model

New Media Manager Author Introduction Liú Shūlóng, currently an engineer in the technology department of Daguan Data, with interests primarily in natural language processing and data mining. Word2vec is one of the achievements of the Google research team, and as a mainstream tool for obtaining distributed word vectors, it has a wide range of applications … Read more

Application of Knowledge Graph in Intelligent Education

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Application of Knowledge Graph in Intelligent Education

1. Introduction to Knowledge Graph A knowledge graph is a large-scale semantic network that provides a semantic representation of the real world. Entities are represented as nodes, while the properties of entities and the relationships between them are represented as edges, forming a web-like graph structure. This structured format is recognizable by humans and machine-friendly, … Read more

Understanding Transformers: A Comprehensive Guide

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Understanding Transformers: A Comprehensive Guide

This article is the first in a series produced by Big Data Digest and Baidu NLP. Baidu NLP is committed to the mission of “understanding language, possessing intelligence, and changing the world”. It conducts technical research and product applications in areas including natural language processing, machine learning, and data mining, leading the development of artificial … Read more

Advanced Model Collector Tutorial: Step 1 – Enrich Your Collection

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Advanced Model Collector Tutorial: Step 1 - Enrich Your Collection

After the publication of the article “Creating Model Scenes – The Journey to Becoming an Advanced Model Collector”, it received a lot of recognition from model enthusiasts. Creating a “model scene” is a necessary path for advanced collectors and is a topic worth exploring in depth. Therefore, starting today, Monster will use the mining scene … Read more

Design of Expert System for Trend Diagnosis of Process Parameters Based on Data Mining

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Design of Expert System for Trend Diagnosis of Process Parameters Based on Data Mining

Original Information Paper Title:An Expert System Based on Data Mining for a Trend Diagnosis of Process Parameters Accepted Journal:Processes Original DOI: JCR Q2 Author List 1) Wang Zhu, China University of Petroleum (Beijing), School of Information Science and Engineering/School of Artificial Intelligence, Department of Automation, Teacher 2) Wang Shaoxian, China University of Petroleum (Beijing), School … Read more

Exploring Copyright Fair Use in Generative AI Training: Trends and Rules

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Exploring Copyright Fair Use in Generative AI Training: Trends and Rules

Click the blue text above to follow us ◎ Guan Chunyan Abstract: Whether training generative artificial intelligence can fall under fair use is crucial for its long-term development, attracting widespread attention from various countries. The United States broadens the scope of fair use based on “transformative use”; the European Union establishes conditional copyright exceptions relying … Read more

Efficient Data Mining and Analysis with Cline and DeepSeek-V3 in Python

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Efficient Data Mining and Analysis with Cline and DeepSeek-V3 in Python

The world of data analysis is growing larger, and technology is evolving rapidly. Today, let’s talk about how to achieve efficient data mining and analysis using Python’s Cline and DeepSeek-V3 libraries. You may ask, what are Cline and DeepSeek-V3? In simple terms, Cline is a data scraping tool, while DeepSeek-V3 is a powerful deep learning … Read more