Overview
Explore the intersection of Knowledge Graphs and Machine Learning in this 44-minute conference talk from ODSC Europe 2020. Delve into the world of Semantic Web and its potential to enhance machine learning tasks through improved dataset quality and richness. Learn about Semantic Web principles, description logic, and reasoning techniques. Discover how Knowledge Graphs can be applied to tackle interesting problems and improve existing machine learning tasks. Examine real-world use cases, including preventing misinformation, fact-checking, and addressing global challenges like COVID-19 and climate change. Gain insights into the future of computing and how Knowledge Graphs may revolutionize various fields of study and industry applications.
Syllabus
Intro
Welcome!
Today's Web
The Problem
Semantic Web Vision
Conversational Knowledge Graphs
Linked Open Data!
Example Restaurant Ontology
Classification
Quest for Semantics!
Calculating with knowledge
Resource Description Framework (RDF)
Inferencing
RDF Schema (RDFS)
OWL (Web Ontology Language)
Motivation
Are Knowledge Graphs the new Era of Computing?
Examples
Knowledge Graphs Preventing Misinformation
Fact Checking with Knowledge Graphs
COVID-19 Linked Open Data
Expediting Climate Change Action
Taught by
Open Data Science