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