Teaching GuideTerm
Faculty of Computer Science
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Mestrado Universitario en Computación de Altas Prestacións / High Performance Computing (Mod. Presencial)
 Subjects
  Data Analytics with HPC
   Contents
Topic Sub-topic
1. Introduction to Data Engineering 1.1 HPC vs Big Data: similarities and differences in data management.
1.2 Hardware and Software Technologies for High Performance Data Engineering
1.3 Data Engineering in HPC infrastructures vs. Cloud environments
2. Data Engineering phases 2.1 Modeling (Formats, Compression, Designing Schemas)
2.2 Intake (Periodicity, Transformations, Tools)
2.3 Storage (HDFS and NoSQL DBs, HBase, MongoDB, Cassandra)
2.4 Processing (Batch, Real-Time)
2.5 Orchestration
2.6 Analysis (SQL, Machine Learning, Graphs, UI)
2.7 Governance
2.8 Integration with BI (Visualization)
3. Introduccion to Data Analytics 3.1 Exploratory Data Analytics
3.2 Introduction to Machine Learning
4 Use cases 4.1 Applications to Internet of Things (Smart environments and Industry 4.0)
4.2 Applications to sciences and engineering
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