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Analytics In-Motion
Analytics Operating System
Security
Platform
Information Management & Governance
Actionable Insight
Discovery & Exploration
Ingestion &Integration
Analytical DataLake Storage
Data Access
DataSources
Enhanced Applications
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Data Sources
Analytical DataLake Storage
Security
Platform
Information Management & Governance
Actionable Insight
Analytics In-Motion
Enhanced Applications
Discovery & Exploration
Analytics Operating System
Ingestion &Integration
Data Access
Machine &Sensor
data Image
& Video
Content Services
Social Data
WeatherData
Commercial Data Sets
New sources
Traditionalsources
Third-PartyData
Transactional Data
System of Record Data
Dat
a ac
quis
ition
& a
pplic
atio
n ac
cess
InternetData Sets
ApplicationData
DataStage
Bluemix Data Connect
Bluemix Lift
Data Replication
DataClick
Bluemix Data Connect
Fluid Query
BigSQL
Federation Server
Watson Analytics
Cognos AnalyticsWatson Explorer
DecisionOptimization
SPSS
Weather InsightTwitter Insight
WatsonServices
PCIBBCI
New Business Models
TM1
OpenPages
Fraud& Operations
PMQCMAStreams
Spark
OptimStoredIQ
Master Data Management
Reference Data Mgmt.
Governance Catalog
Industry Data Models
InformationAnalyzer
Guardium Data EncryptionOptim Data Privacy Guardium Activity
Monitoring QRadar
On-Premise
Watson Analytics
Watson Explorer
Data Science Experience
Datacap
IIB
Kafka
InformationServicesDirector
OpenAPIs
Cloud Hybrid
QualityStage
Information Analyzer
Streams DB2 w/ BLU
PDA
IDAA
dashDB
Compose
Hortonworks Data Platform
Bluemix ObjectStorage
Cleversafe
Hortonworks Data Platform
Bluemix ObjectStorage
Cleversafe
Hortonworks Data Platform
Hortonworks Data Platform
dashDB
DB2 w/ BLU
Graph
Data Science Experience
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Qué es Data Science?
Small Data Big Datalluvia humedad viento golf
si alta alto nono media alto nosi baja medio nono alta bajo si
Métodos para extraer conocimiento o un mejor entendimiento de los datos, cualquiera sea su formato.
Data MiningData Science
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Por qué es Data Science Importante?
Qué hacen las empresas con los datos?Cantidad de datos
Source: IBM, Cisco, Frost & Sullivan Analysis
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Data Science: Tendencia
fuente: indeed.com
fuente: google trends
7x en 4 años
70x en 5 años
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fuente: opendatabarometer.org
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fuente: gapminder.org
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El Data Scientist
• Talento
• Set de herramientas rígido
• Fragmentado y perdiendo tiempo
• Silo analítico
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Data Science Experience (DSX)
Aprender Crear Colaborar
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Artículos, Ejemplos, DataSets
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GitHub
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Chat Online
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Jupyter Notebooks RStudio
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Model Builder Flow
Complementos
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Cómo consigo DSX?Tres opciones:
• DSX en Bluemix: http://datascience.ibm.com
• DSX Desktop: http://datascience.ibm.com/desktop
• DSX Local: https://datascience.ibm.com/local
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DSX en Bluemix en 3 pasosPaso 1: Abrir cuenta en Bluemix
• http://bluemix.net
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DSX en Bluemix en 3 pasosPaso 2: Crear Servicio Data Science Experience
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DSX en Bluemix en 3 pasosPaso 3: Usar Data Science Experience
• http://datascience.ibm.com
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Demo
• Demo 1: Brunel Visualization
• Demo 2: Shiny Movie Explorer