Deep Learning

From Knowledge Graphs to Cognitive Graphs: History, Development, and Prospects

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From Knowledge Graphs to Cognitive Graphs: History, Development, and Prospects

The research hotspot of knowledge graphs has gradually shown a tendency to emphasize quantity over structuredness, which is closely related to the prevalence of deep learning and connectionist ideas. Cognitive graphs dynamically construct knowledge graphs with contextual information based on the dual-processing theory of human cognition and perform reasoning. This article reviews the historical development … Read more

Knowledge Is the Power of AI: A Comprehensive Review from Knowledge Engineering to Knowledge Graphs

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Knowledge Is the Power of AI: A Comprehensive Review from Knowledge Engineering to Knowledge Graphs

Introduction Knowledge engineering is a typical representative of symbolic artificial intelligence, and knowledge graphs are the next generation of knowledge engineering technology. How will knowledge engineering influence the future development of artificial intelligence, and even enable computers to possess cognitive abilities similar to those of humans?Professor Xiao Yanghua from Fudan University and founder of Knowledge … Read more

The Educational Knowledge Graph Under AI+ Perspective

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The Educational Knowledge Graph Under AI+ Perspective

The development of new generation artificial intelligence technologies such as deep learning, knowledge graphs, and reinforcement learning is driving the “Internet + education” into a new era of “intelligent education”. Knowledge graphs, as a core driving force for the development of artificial intelligence, provide new empowering capabilities for education and teaching in the era of … Read more

Applications of Educational Knowledge Graphs in AI+ Education

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Applications of Educational Knowledge Graphs in AI+ Education

The development of new generation artificial intelligence technologies such as deep learning, knowledge graphs, and reinforcement learning is driving the “Internet + Education” into a new era of “smart education”. As a core driving force for the development of artificial intelligence, knowledge graphs provide new empowering capabilities for education in the era of education informatization … Read more

Tsinghua University: Knowledge Graph in Artificial Intelligence

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Tsinghua University: Knowledge Graph in Artificial Intelligence

The Knowledge Graph is a successful application of knowledge engineering, an important branch of artificial intelligence, in the context of big data. Together with big data and deep learning, knowledge graphs have become one of the core driving forces behind the development of the internet and artificial intelligence. Based on this background, the Research Report … Read more

The Importance of Knowledge Graphs in Natural Language Processing

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The Importance of Knowledge Graphs in Natural Language Processing

Article Promotion The Importance of Knowledge Graphs in Natural Language Processing Author Affiliation: Feng Zhiwei, Research Center for Russian Language, Literature and Culture, Heilongjiang University / Hangzhou Normal University Abstract: The term “knowledge graph” first appeared in literature in 1972. In May 2012, Google explicitly proposed the concept of a knowledge graph and constructed a … Read more

30 Essential Computer Vision Projects for Beginners

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30 Essential Computer Vision Projects for Beginners

There are many questions online about how to get started in computer vision. Most authors emphasize that practical projects and theoretical learning are equally important, as over-focusing on theory while neglecting practice can easily lead to the path of ‘from beginner to giving up.’ Although there is a consensus on this, there is no systematic … Read more

Recommended Computer Vision Projects from Microsoft Research Asia

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Recommended Computer Vision Projects from Microsoft Research Asia

ClickI Love Computer Vision to star and get CVML new technologies faster. Microsoft Research Asia has produced a lot of cutting-edge technologies in computer vision, as well as numerous high-quality open-source projects that are highly regarded. For those who love CV, the following recommendations are not to be missed. Additionally, at the end of the … Read more

Understanding Object Detection in Computer Vision

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Understanding Object Detection in Computer Vision

Click the "Xiaobai Learns Vision" above, select to add "Star" or "Top" Heavyweight content delivered to you first Editor’s Recommendation Object Detection is a popular direction in the field of Computer Vision, widely used in autonomous driving, industrial inspection, video surveillance, and aerospace, among others. Its basic process involves locating the target of interest in … Read more

An Overview of My Computer Vision Learning Experience

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An Overview of My Computer Vision Learning Experience

While sharing my learning experiences, please allow me to introduce myself first. I have been studying computer vision for nearly two years and am currently a first-year master’s student with a research focus on visual SLAM. In the development of the artificial intelligence industry, the important position of computer vision has long been established. Like … Read more