Big Data
Código
200144
Unidade Orgânica
NOVA Information Management School
Créditos
7.5
Professor responsável
Mauro Castelli
Língua de ensino
Português. No caso de existirem alunos de Erasmus, as aulas serão leccionadas em Inglês
Objectivos
To present the main challenges related to the use of big data
Pré-requisitos
Presence is not mandatory
Conteúdo
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
Bibliografia
Mining of Massive Datasets. Jure Leskovec, Anand Rajaraman, Jeff Ullman; Hadoop: The Definitive Guide 4th Edition. Tom White (Author); 0; 0; 0
Método de ensino
Theoretical classes where the professor will present the main thematics in the field of big data.
Método de avaliação
Final test at the end of the course