|CS273 - Data And Knowledge Bases||schedule|
[April 1 2019] The first class.
Abstract: We will cover a broad range of topics related to data and knowledge bases. The focus is on the study of relational and text data models and their query languages and algorithms. It will also introduce basic information retrieval and machine learning concepts, principles and algorithms, including language model, text search, classification, and clustering.
Prerequisites: basic understanding of relational databases, statistics, and know how to program.
Each student is expected to complete one homework assignment, one project, and one final exam.
Enrollment Code: 54551, Instructor: Prof. Xifeng Yan, Email: xyan at cs.ucsb.edu
Time: Monday/Wednesday 11:00-12:50pm
Location: PHELP 3526
Office Hour: Monday 1-2pm (HFH 1111)
Text Books (not required)
Lecture notes (limited access)
1. Data Mining/Machine Learning Foundations (2 weeks)
2. Knowledge Graph, Language Model and Information Retrieval (4 weeks)
3. Relational and Post-Relational Data Model/Query Language (3 weeks)