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Curso de Analisis Predictivo y Mineria de Textos con Rapid Miner y CRIPS-DM

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Curso de Analisis Predictivo y Mineria de Textos con Rapid Miner y CRIPS-DM

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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (Unlimited) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/qURD } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/qURD } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/qURD } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/qURD } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/qURD } ......................................................................................................................... Download doc Ebook here { https://soo.gd/qURD } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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Curso de Analisis Predictivo y Mineria de Textos con Rapid Miner y CRIPS-DM

  1. 1. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES FORMACION EN ANALYTICS 1
  2. 2. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES 1. SUMILLA El análisis predictivo relaciona los datos con las acciones efectuadas por las organizaciones tal que permitan llegar a conclusiones fiables sobre eventos actuales y futuros, permite mejorar el conocimiento del negocio tal como el comportamiento de los clientes, empleados, pacientes, estudiantes y ciudadanos. Los dominios de aplicación pueden estar en empresas comercializadoras, de producción, finanzas, energía, gobierno, etc. La minería de datos es el proceso de descubrir conocimiento desde bases de datos, mediante un proceso de extracción no trivial de información implícita, previamente desconocida y potencialmente útil. Descubrir conocimiento implica buscar patrones de comportamiento aún no conocidos en los datos. El conocimiento se puede manifestar como: patrones, reglas de conocimiento, asociaciones, grupos, restricciones, tendencias, etc. La minería de textos es el proceso para descubrir conocimiento almacenado en documentos (datos no estructurados). Comprende las siguientes actividades fundamentales: Clasificación de documentos para la asignación automática a clases pre-definidas; Agrupamiento de documentos para la identificación de documentos similares; Recuperación de información (similar a un buscador); Extracción de la información incluida en esos textos (hechos); y Extracción de asociaciones entre los hechos extraídos. 2. OBJETIVOS Al final del curso los alumnos estarán en capacidad de: • Comprender y usar las técnicas para el muestreo, descripción, limpieza y transformación de datos mediante la identificación y eliminación de datos extremos, valores nulos y datos mal clasificados, la selección de características y el balanceo de datos. • Comprender el proceso de la minería de datos para extraer patrones de comportamiento haciendo uso de la metodología CRISP-DM. • Diseñar, desarrollar, evaluar y comprender los modelo descriptivos – reglas de asociación y agrupamiento y los modelos predictivos – clasificación y regresión, con la finalidad de identificar patrones de comportamiento (conocimiento oculto). • Comprender y aplicar los conceptos necesarios para evaluar el rendimiento de los modelos basado en su efectividad haciendo uso de la matriz de clasificación y del MAPE • Comprender, usar y entender los resultados entregados por los programas de software. • Entender y aplicar los algoritmos de redes neuronales, árboles de decisión, modelo naive bayes, regresión logística, k-means, maximización de expectativas y algoritmo a priori. • Conocer y entender los fundamentos y problemáticas actuales de Minería de Textos en comparación a Data Mining tradicional. • Comprender y usar las técnicas para el análisis y la preparación de documentos. 2
  3. 3. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES 3. LA METODOLOGIA DE ENSEÑANZA El curso se desarrolla a través de procesos de e-learning de transferencia de conocimiento, basados en la plataforma TeamViewer (TeamViewer es un plataforma altamente eficiente en el proceso de intercambio de conocimiento). Se presentarán diapositivas y transparencias para las sesiones del curso. • En cada sesión se desarrolla un grupo de conceptos que luego son reforzados mediante el desarrollo de un caso de aplicación práctica. • Tareas domiciliarias para desarrollar casos que integran los conceptos previamente aprendidos. 3
  4. 4. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES 4. UNIDADES Y CONTENIDOS TEMÁTICOS POR SESIÓN 32 Horas 4.1.PROGRAMA SEMANAL (CLASES) Sesión HRS. TEMA 1 4 INTRODUCCIÓN A LOS FUNDAMENTOS DE MINERÍA DE DATOS Fundamentos de análisis de datos. Conceptos y conocimientos previos. Definición de la Minería de Datos. Herramientas de software disponibles. Modelo de minería de datos. Evaluación del desempeño. Matriz de confusión. Lift charts. Curva ROC. El proceso de la minería de datos. Metodologías para la minería de datos. CRISP-DM. SEMMA. El proceso de la minería de datos (CRISP). 2 4 ENTENDIMIENTO Y PREPARACIÓN DE Entendimiento de los datos. Recolección de datos iníciales. Descripción de los datos. Estadísticas descriptiva univariada y multivariada. Relaciones entre series de datos. Exploración de los datos. Verificación de la calidad de los datos. Preparación de datos. Limpieza de datos. Datos perdidos. Valores extremos. Datos con ruido. Datos mal clasificados. Datos inconsistentes. Integración de datos. Transformación de datos. Reducción de datos. Reducción de datos. Reducción de instancias. 3 4 MODELOS DE CLASIFICACIÓN – ARBOLES DE DECISION ( Métodos de Clasificación. Inducción. Atributos y clase. Evaluación de modelos de clasificación. Probabilidad de una clasificación. Clasificador Naive Bayes. Probabilidades. Clasificador Naive Bayes. Arboles de Decisión. Árbol de decisión. Información y entropía. Generación del árbol de decisión. Poda del árbol. Regresión Logística. Discretización y numerización. 4 4 MODELOS DE REGRESIÓN – REDES NEURONALES Modelos de Regresión. Evaluación de modelos de regresión. MAPE. Neuronas naturales y artificiales. Épocas, función de transferencia. Aprendizaje de la red neuronal. Preparación de datos. Red Perceptrón. Red de retro propagación. Análisis de las Redes Neuronales. Sub-ajuste y sobre-ajuste. Normalización de datos. Neuronas de la capa intermedia. 5 4 MODELOS DE AGRUPAMIENTO – K-MEANS Y ALGORITMO EM Modelos de agrupamiento. Conceptos de agrupamiento. Conceptos de agrupamiento. Medidas de distancias. Tipos de agrupamiento. Componentes Principales. Modelos de Agrupamiento. K-means. Jerárquico. Modelos de agrupamiento y modelos de clasificación. 6 4 MODELOS DE ASOCIACIÓN – ALGORITMO A PRIORI Conceptos acerca de modelos de asociación, entendiendo conceptos 4
  5. 5. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES como: soporte, confianza, itemset. Buscando itemsets frecuentes. Graficando las reglas de asociación. Generando reglas de asociación. Predicción. Ventas cruzadas, Canasta de mercado. 7 4 INTRODUCCIÓN A LA MINERIA DE TEXTOS (TEXT MINING) ¿Qué es la minería de textos?. Colecciones de documentos corpus. Datos semi-estructurados y datos no estructurados. Técnicas de minería de textos. El proceso de la minería de textos. Herramientas. Lingüística, Morfología, Sintaxis, Semántica. Conceptos básicos, Gramática, Léxico, Sintaxis. Tokenización. Stop words. Stemming. Vector de Indices. 5
  6. 6. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES 5. BIBLIOGRAFIA 1. Introducción a la minería de datos. 2004. José Hernández, M.José Ramírez, Cèsar Ferri. Editorial Pearson, ISBN: 84 205 4091 9 2. Data Mining with Microsoft SQL Server 2008. 2009 Jamie MacLennan, ZhaoHui Tang, Bogdan Crivat. Wiley Publishing Inc. ISBN 908-0-470-27774-4 3. Data Mining: Practical Machine Learning Tools and Techniques. 2005 Ian H. Witten, Eibe Frank. Morgan Kaufmann; 2st edition. 560 pp. ISBN: 0120884070 4. Data Mining: Concepts and Techniques, 2000 Jiawei Han, Micheline Kamber. Morgan Kaufmann; 1st edition, 500 pp. ISBN: 1558604898 6. REQUERIMIENTOS Para el dictado del curso el estudiante debe tener lo siguiente  Una Línea de Internet mínimo de 2 MB.  Un equipo I5 con mínimo 4 GB de RAM, Tercera Generación, ya que se les entregará una máquina virtual con el Software Base Instalado.  Debe tener el Audio y el video correcto. 6
  7. 7. Limitless Power of Information (LPI) AddKw S.r.L. CURSO TALLER EN ANALISIS PREDICTIVO – MINERIA DE DATOS CON RAPID MINER - 2015 DESARROLLO DE MODELOS MATEMÁTICOS PARA LA TOMA DE DECISIONES 5. BIBLIOGRAFIA 1. Introducción a la minería de datos. 2004. José Hernández, M.José Ramírez, Cèsar Ferri. Editorial Pearson, ISBN: 84 205 4091 9 2. Data Mining with Microsoft SQL Server 2008. 2009 Jamie MacLennan, ZhaoHui Tang, Bogdan Crivat. Wiley Publishing Inc. ISBN 908-0-470-27774-4 3. Data Mining: Practical Machine Learning Tools and Techniques. 2005 Ian H. Witten, Eibe Frank. Morgan Kaufmann; 2st edition. 560 pp. ISBN: 0120884070 4. Data Mining: Concepts and Techniques, 2000 Jiawei Han, Micheline Kamber. Morgan Kaufmann; 1st edition, 500 pp. ISBN: 1558604898 6. REQUERIMIENTOS Para el dictado del curso el estudiante debe tener lo siguiente  Una Línea de Internet mínimo de 2 MB.  Un equipo I5 con mínimo 4 GB de RAM, Tercera Generación, ya que se les entregará una máquina virtual con el Software Base Instalado.  Debe tener el Audio y el video correcto. 6

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