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From Graph to Knowledge Graph - Algorithms and Applications

Learn the fundamental algorithms and theories used for understanding large-scale graphs and knowledge graphs.

Self-Paced

Learning Style

Intermediate

Difficulty

25 Hours

Course Duration

Course Info

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Learn the fundamental algorithms and theories used for understanding large-scale graphs and knowledge graphs.

Course Information

About this course:

Many real-world datasets come in the form of graphs. These datasets include social networks, biological networks, knowledge graphs, the World Wide Web, and many more. Having a comprehensive understanding of these networks is essential to truly understand many important applications.

This course introduces the fundamental concepts and tools used in modeling large-scale graphs and knowledge graphs. You will learn a spectrum of techniques used to build applications that use graphs and knowledge graphs. These techniques range from traditional data analysis and mining methods to the emerging deep learning and embedding approaches.

Course Objective:

  • Explore large-scale networks with different structures and properties;
  • Learn graph representations using advanced deep learning and embedding techniques;
  • Utilize NLP fundamentals to build knowledge graphs;
  • Use knowledge graphs in modern search applications;
  • Model knowledge graphs using embedding methods.

Audience:

  • Data Analysts
  • Data Scientists

Prerequisite:

  • Advanced math skills
  • Basic programming skills
  • Fundamental knowledge on machine learning and deep learning techniques
  • Skills equivalent to the following course on big data analysis
    • DAT223.1x:Processing Big Data with Azure Data Lake Analytics

Outline

More Information

More Information
Brand Microsoft
Subjects Business Productivity
Lab Access No
Technology Microsoft
Learning Style Self-Paced Learning
Difficulty Intermediate
Course Duration 25 Hours
Language English

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Course Prerequisites
Processing Big Data with Azure Data Lake Analytics
Processing Big Data with Azure Data Lake Analytics
100%
  • Self-Paced Learning
  • 16 Hours
$99.00

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