In this lecture, I cover the key problems in Information Extraction with a focus on building knowledge bases from web text sources. I present Knowledge Graph Identification, our method for jointly building a knowledge base using ontological knowledge millions of candidate facts from across the Web. This was initially presented as a lecture in the Advanced Machine Learning course at UC Santa Cruz.
