Big Data
Objectives
To present the main challenges related to the use of big data
General characterization
Code
200144
Credits
7.5
Responsible teacher
Hours
Weekly - Available soon
Total - Available soon
Teaching language
Portuguese. If there are Erasmus students, classes will be taught in English
Prerequisites
Presence is not mandatory
Bibliography
Hadoop: The Definitive Guide, Tom White.
Teaching method
Theoretical classes where the professor will present the main thematics in the field of big data.
Evaluation method
Final test at the end of the course
Subject matter
Big Data: Introduction and Challenges
Data Mining for Big Data
Map Reduce model
Finding Similar Items
Mining Data Streams
Link Analysis
Frequent Itemsets
Clustering
Recommendation Systems
Dimensionality Reduction
Large-Scale Machine Learning