From Graph to Knowledge Graph – Algorithms and Applications

Yuxiao Dong, Iris Shen, Microsoft

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

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.

What will you learn

  • 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.

Dates:
  • 1 October 2019
Course properties:
  • Free:
  • Paid:
  • Certificate:
  • MOOC:
  • Video:
  • Audio:
  • Email-course:
  • Language: English Gb

Reviews

No reviews yet. Want to be the first?

Register to leave a review

Show?id=n3eliycplgk&bids=695438
NVIDIA
More on this topic:
Small-icon.hover Algorithms, Part I
This course covers the essential information that every serious programmer needs...
Small-icon.hover Algorithms, Part II
This course covers the essential information that every serious programmer needs...
460_259_logo Coding the Matrix: Linear Algebra through Computer Science Applications
Learn the concepts and methods of linear algebra, and how to use them to think...
Large-icon-attr VLSI CAD: Logic to Layout
A modern VLSI chip has a zillion parts -- logic, control, memory, interconnect...
Cours-nikos-3 Discrete Inference and Learning in Artificial Vision
We will present the state of the art energy minimization algorithms that are...
More from 'Computer Science':
Regular_7d911eb6-1549-4551-aef8-7a752052d4fb Social Media Analytics: Using Data to Understand Public Conversations
How can you discover what’s being said about the things that matter to you on...
Regular_1361bcd9-a334-41ef-9b5b-ce2f3b8355ef Internet of Things for Active Aging
Learn about how the Internet of Things can help people aging well with this...
Regular_6c70469a-6f1d-4ff7-bcd0-b5780b6d9fd0 Cyber Security for Small and Medium Enterprises: Identifying Threats and Preventing Attacks
Discover what common cyber threats and attacks face small and medium enterprises...
Regular_12b2b05f-d1a4-4512-a1fb-2c56cafa6174 Competitive Advantage: Using Information to Build Business Success
Learn the value of information to businesses and how it can give the business...
Regular_1926570c-cfb2-452b-8a0f-b75e61ab4458 Understanding Data in the Tourism Industry
How can you benefit from using data in your tourism business? Learn the opportunities...
More from 'edX':
154ba19f-4602-4790-9131-b05c81962f89-7552ade5dc23.small Introduction to Sociology
From feminism to Marxism and functionalism, this course offers a fresh perspective...
Aac3b9a3-15fc-42e8-b2a9-4d9e8b58f2d9-9b7851ffec5a.small Introduction to Running Pipe in Oil and Gas Wells
Learn about the importance of proper preparation and handling of casing and...
199657a8-a0c0-4335-bc6c-1725077feb2c-85d56f5fea16.small Designing and Creating Trousers
Learn the construction and style adaptations of trousers for men and women,...
389d5e5e-7679-467e-b5bb-b21c9c86ca1f-31a7731a68f2.small Introduction to Biology - The Secret of Life
Explore the secret of life through the basics of biochemistry, genetics, molecular...
C9c58e99-326c-46ad-aa60-216c5db5bb8e-27e0ea893a6a.small Supply Chain Management: A Decision-Making Framework
Learn how to make rational and confident supply chain decisions, by understanding...

© 2013-2019