Download - Data Science al Descubierto
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Data Science al Descubierto
Hector Cuesta@hmcuesta
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•Definir el Problema•Obtener los datos•Limpiar y Formatear los datos•Explorar (Distribuciones, Patrones y Tendencias)
•Modelar (Escoger algoritmos)•Escalar la solución (Infraestructura)•Visualizar e Interpretar resultados
Ciencia de Datos
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El rol del Científico de Datos
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Datos Crudos
Datos Limpios
Consultas y Reportes
OLAP –Reportes Ad-Hoc
Análisis Estadístico
Modelado Predictivo
Optimización
Ven
taja
Co
mp
eti
tiva
Madurez Analítica
¿Qué paso?
¿Por que paso?
¿Qué va a pasar?
¿Que es lo mejor que puede pasar?
Sistemas basados en Datos
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HerramientasLenguajes de Programación
Visualización
Procesamiento de Datos
D3js
Machine Learning
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Procesamiento de Datos
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Procesando datos con MapReduce
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Sistemas de Recomendación
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http://nyti.ms/1lZEpyQ
Sistemas basados en Grafos
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Customer Profile
The 343 Industries development team hosts and manages Halo 4, an award-winning game for the Microsoft Xbox 360 video game and entertainment console. Business Situation
The team needed to provide business intelligence (BI) insight about the game to internal and external customers. Solution
The team implemented a solution that uses Windows Azure HDInsight Service, based on the Apache Hadoop data-processing framework, and Microsoft BI technologies. Benefits Enhances user experience through
increased agility and faster response times. Connects Halo 4 team directly to customers through weekly updates. Keeps playing field level by providing in-game analysis to detect cheaters. Facilitates customized campaigns aimed at retaining players.
“With Hadoop on Windows Azure, we can mine data and understand our audience in a way we never could before. It’s really the BI solution for the future.”Mark Vayman, Lead Program Manager, Halo Services Team
La vida en Tiempo Real
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Quantified Self
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¿Y el Big Data apa?
“Cuando más es diferente”
Volumen, Variedad y Velocidad
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Preguntas
Hector Cuesta@hmcuesta