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Ingegneria Informatica (Ακαδημαϊκό έτος 2020/2021) - Big Data

Introduzione ai Big Data

ν. μαθήματος 1: Introduzione al Big Data What is Big Data? How does it look like? The Data life-cycle		Flavio Venturini
ν. μαθήματος 2: Principi di Data Governance e DFM What is Data Governance? Data Governance principles Information systems modelling concepts Dimensional Fact Modelling		Flavio Venturini
ν. μαθήματος 3: Introduzione ad Hadoop Intro to MapReduce HDFS architecture Accessing HDFS		Flavio Venturini
ν. μαθήματος 4: MapReduce & YARN MapReduce continued YARN MapReduce at work		Flavio Venturini
ν. μαθήματος 5: NoSQL Databases NoSQL foundations Key-Value concepts Key-Value architecture		Flavio Venturini
ν. μαθήματος 6: Introduzione al Machine Learning - Prima parte Machine Learning types Supervised learning Unsupervised Learning: Principal Components Analysis		Flavio Venturini
ν. μαθήματος 7: Introduzione al Machine Learning - Seconda parte Clustering concepts K-means clustering Hierarchical clustering		Flavio Venturini
ν. μαθήματος 8: Programmare in R - Introduzione R Ecosystem Hello World! First Steps		Paolo Barboni
ν. μαθήματος 9: Programmare in R - Panoramica Writing and Reading Data Random Distributions and Sampling Control Structures and Functions Debugging and Profiling		Paolo Barboni
ν. μαθήματος 10: Manipolazione Dati con R Reading Data Manipulating Data Transforming Data		Paolo Barboni
ν. μαθήματος 11: Esplorazione Dati con R R Graphic Systems Data Explorations Best Practices Advanced R Graphics		Paolo Barboni
ν. μαθήματος 12: Machine Learning con R - Teoria Machine Learning Process Conceptual Issues R packages for ML		Paolo Barboni
ν. μαθήματος 13: Machine learning con R – Pratica Data Understanding and Preparation Model Training and Evaluation Advanced Topics		Paolo Barboni
ν. μαθήματος 14: Social Analytics - Prima Parte Introduction Key elements of Social media Analysis		Alfredo Vinella
ν. μαθήματος 15: Social Analytics - Seconda Parte Introduction Metrics Methodology Tools		Alfredo Vinella
ν. μαθήματος 16: Marketing analytics Prima parte Introduction The digital customer journey Measures		Alfredo Vinella
ν. μαθήματος 17: Marketing analytics Seconda parte Context Metrics Benchmarks Deploying analytics		Alfredo Vinella
ν. μαθήματος 18: Biomedical Analytics Growth of biomedical data Bioinformatics Biomedical data mining Real case studies		Emanuel Weitschek
ν. μαθήματος 19: Introduzione alla data visualization Data Viz vs Infographics Data Viz components Data Viz design principles		Flavio Venturini