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<!DOCTYPE html>
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<title>Raul E. Lopez Briega</title>
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<meta name="description" content="Todo sobre python aplicado a las ciencias. Análisis de datos, matemáticas, machine learning, inteligencia artificial, probabilidad y estadística">
<link href="/atom.xml" type="application/atom+xml" rel="alternate"
title="Raul E. Lopez Briega Atom Feed" />
<style type="text/css">
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>De más esta decir que el sentido de la <a href="https://es.wikipedia.org/wiki/Visi%C3%B3n">visión</a> es uno de los grandes prodigios de la Naturaleza. En fracciones de segundos, podemos identificar objetos dentro de nuestro campo de visión, sin siquiera detenernos a pensar en ello. Pero no sólo podemos nombrar estos objetos que observamos ...</p></div></div></div></p></div>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>Las <a href="https://es.wikipedia.org/wiki/Variable_aleatoria">variables aleatorias</a> han llegado a desempeñar un papel importante en casi todos los campos de estudio: en la <a href="https://es.wikipedia.org/wiki/F%C3%ADsica">Física</a>, la <a href="https://es.wikipedia.org/wiki/Qu%C3%ADmica">Química</a> y la <a href="https://es.wikipedia.org/wiki/Ingenier%C3%ADa">Ingeniería</a>; y especialmente en las ciencias biológicas y sociales. Estas <a href="https://es.wikipedia.org/wiki/Variable_aleatoria">variables aleatorias</a> son medidas y analizadas en términos
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<h2 id="Sobre-TensoFlow">Sobre TensoFlow<a class="anchor-link" href="#Sobre-TensoFlow">¶</a></h2><p><a href="https://www.tensorflow.org/">TensorFlow</a> es una biblioteca open source desarrollada por Google que nos permite realizar cálculos numéricos usando diagramas de flujo de datos. Los <a href="https://es.wikipedia.org/wiki/V%C3%A9rtice_(teor%C3%ADa_de_grafos)">nodos</a> del <a href="https://es.wikipedia.org/wiki/Grafo">grafo</a> representan operaciones matemáticas, mientras que los <a href="https://es.wikipedia.org/wiki/Arista_(teor%C3%ADa_de_grafos)">arcos</a> del <a href="https://es.wikipedia.org/wiki/Grafo">grafo</a> representan los arreglos de datos multidimensionales (<a href="https://es.wikipedia.org/wiki/C%C3%A1lculo_tensorial">tensores</a>) comunicados entre ellos. Esta arquitectura flexible nos ...</p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/05/29/machine-learning-con-python-sobreajuste/">Machine Learning con Python - Sobreajuste</a>
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<p class="meta"><time datetime="2016-05-29T00:00:00-03:00" pubdate>Sun 29 May 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2>
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<p>Uno de los conceptos más importantes en <a href="https://relopezbriega.github.io/tag/machine-learning.html">Machine Learning</a> es el <strong><em><a href="https://en.wikipedia.org/wiki/Overfitting">overfitting</a> o <a href="https://es.wikipedia.org/wiki/Sobreajuste">sobreajuste</a></em></strong> del modelo. Comprender como un modelo se <em>ajusta</em> a los datos es muy importante para entender las causas de baja precisión en las predicciones. Un modelo va a estar <em><a href="https://es.wikipedia.org/wiki/Sobreajuste">sobreajustado</a></em> cuando vemos que se ...</p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/04/15/ejemplo-de-machine-learning-con-python-seleccion-de-atributos/">Ejemplo de Machine Learning con Python - Selección de atributos</a>
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<p class="meta"><time datetime="2016-04-15T00:00:00-03:00" pubdate>Fri 15 April 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>Continuando donde nos quedamos en el artículo anterior <a href="https://relopezbriega.github.io/blog/2016/04/08/ejemplo-de-machine-learning-con-python-preprocesamiento-y-exploracion/">Ejemplo de Machine Learning - preprocesamiento y exploración</a>; ahora es tiempo de ingresar en el terreno de la <a href="https://en.wikipedia.org/wiki/Feature_selection">selección de atributos</a>.</p>
<h2 id="¿En-qué-consiste-la-selección-de-atributos?">¿En qué consiste la selección de atributos?<a class="anchor-link" href="#¿En-qué-consiste-la-selección-de-atributos?">¶</a></h2><p>La <a href="https://en.wikipedia.org/wiki/Feature_selection">selección de atributos</a> es el proceso por el cual seleccionamos un ...</p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/04/08/ejemplo-de-machine-learning-con-python-preprocesamiento-y-exploracion/">Ejemplo de Machine Learning con Python - Preprocesamiento y exploración</a>
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<p class="meta"><time datetime="2016-04-08T00:00:00-03:00" pubdate>Fri 08 April 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>En mi artículo <a href="https://relopezbriega.github.io/blog/2015/10/10/machine-learning-con-python/">Machine Learning con Python</a>, hice una breve introducción a los principales conceptos que debemos conocer de <a href="https://relopezbriega.github.io/tag/machine-learning.html">Machine Learning</a>. En este artículo, la idea es profundizar un poco más en ellos y presentar algunos conceptos nuevos con la ayuda de un ejemplo práctico.</p>
<h3 id="Descripción-del-ejemplo">Descripción del ...</h3></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/03/13/analisis-de-datos-cuantitativos-con-python/">Análisis de datos cuantitativos con Python</a>
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<p class="meta"><time datetime="2016-03-13T00:00:00-03:00" pubdate>Sun 13 March 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>En mi artículo anterior, <a href="https://relopezbriega.github.io/blog/2016/02/29/analisis-de-datos-categoricos-con-python/">Análisis de datos categóricos con Python</a>, mencione la importancia de reconocer los distintos tipos de <a href="https://es.wikipedia.org/wiki/Dato">datos</a> con que nos podemos encontrar al realizar análisis <a href="https://relopezbriega.github.io/tag/estadistica.html">estadísticos</a> y vimos también como podemos trabajar con los <a href="https://en.wikipedia.org/wiki/Categorical_variable">datos categóricos</a>. En esta oportunidad, vamos a ver como podemos manipular ...</p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/02/29/analisis-de-datos-categoricos-con-python/">Análisis de datos categóricos con Python</a>
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<p class="meta"><time datetime="2016-02-29T00:00:00-03:00" pubdate>Mon 29 February 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>Cuando trabajamos con <a href="https://relopezbriega.github.io/tag/estadistica.html">estadísticas</a>, es importante reconocer los diferentes tipos de <a href="https://es.wikipedia.org/wiki/Dato">datos</a>: numéricos (<a href="https://es.wikipedia.org/wiki/Variable_discreta_y_variable_continua">discretos y continuos</a>), <a href="https://en.wikipedia.org/wiki/Categorical_variable">categóricos</a> y ordinales. Los <a href="https://es.wikipedia.org/wiki/Dato">datos</a> no son más que observaciones del mundo en que vivimos, por tanto, los mismos pueden venir en diferentes formas, no solo numérica. Por ejemplo, si le preguntáramos ...</p></div></div></div></p></div>
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<p class="meta"><time datetime="2016-02-10T00:00:00-03:00" pubdate>Wed 10 February 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>El <a href="https://relopezbriega.github.io/tag/algebra.html">Álgebra lineal</a> constituye la base de gran parte de las matemáticas modernas, ya sea en su fase teórica, aplicada, o computacional. Es un área activa que tiene conexiones con muchas áreas dentro y fuera de las matemáticas, como ser: el <a href="https://es.wikipedia.org/wiki/An%C3%A1lisis_funcional">análisis funcional</a>, las <a href="https://relopezbriega.github.io/tag/ecuaciones-diferenciales.html">ecuaciones diferenciales</a>, la <a href="https://es.wikipedia.org/wiki/Investigaci%C3%B3n_de_operaciones">investigación ...</a></p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/blog/2016/01/27/ecuaciones-en-derivadas-parciales-con-python/">Ecuaciones en derivadas parciales con Python</a>
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<p class="meta"><time datetime="2016-01-27T00:00:00-03:00" pubdate>Wed 27 January 2016</time></p>
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<h2 id="Introducción">Introducción<a class="anchor-link" href="#Introducción">¶</a></h2><p>Nuestra comprensión de los procesos fundamentales de la naturaleza se basa en gran medida en <a href="https://es.wikipedia.org/wiki/Ecuaci%C3%B3n_en_derivadas_parciales">Ecuaciones en derivadas parciales</a>. Ejemplos de ...</p></div></div></div></p></div>
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<a href="https://relopezbriega.github.io/tag/cvxopt.html">cvxopt</a>, <a href="https://relopezbriega.github.io/tag/adaboost.html">adaboost</a>, <a href="https://relopezbriega.github.io/tag/algebra.html">algebra</a>, <a href="https://relopezbriega.github.io/tag/map-reduce.html">map-reduce</a>, <a href="https://relopezbriega.github.io/tag/regex.html">regex</a>, <a href="https://relopezbriega.github.io/tag/inteligencia-artificial.html">Inteligencia Artificial</a>, <a href="https://relopezbriega.github.io/tag/programacion.html">programacion</a>, <a href="https://relopezbriega.github.io/tag/batman.html">batman</a>, <a href="https://relopezbriega.github.io/tag/sobreajuste.html">Sobreajuste</a>, <a href="https://relopezbriega.github.io/tag/scipy.html">scipy</a>, <a href="https://relopezbriega.github.io/tag/mcmc.html">MCMC</a>, <a href="https://relopezbriega.github.io/tag/pi.html">pi</a>, <a href="https://relopezbriega.github.io/tag/python.html">python</a>, <a href="https://relopezbriega.github.io/tag/inferencia.html">inferencia</a>, <a href="https://relopezbriega.github.io/tag/matematica.html">matematica</a>, <a href="https://relopezbriega.github.io/tag/logaritmo.html">logaritmo</a>, <a href="https://relopezbriega.github.io/tag/vectores.html">vectores</a>, <a href="https://relopezbriega.github.io/tag/folium.html">folium</a>, <a href="https://relopezbriega.github.io/tag/calculo.html">calculo</a>, <a href="https://relopezbriega.github.io/tag/probabilidad.html">probabilidad</a>, <a href="https://relopezbriega.github.io/tag/funcional.html">funcional</a>, <a href="https://relopezbriega.github.io/tag/bayes.html">Bayes</a>, <a href="https://relopezbriega.github.io/tag/finanzas.html">finanzas</a>, <a href="https://relopezbriega.github.io/tag/monte-carlo.html">Monte-Carlo</a>, <a href="https://relopezbriega.github.io/tag/derivadas-parciales.html">derivadas parciales</a>, <a href="https://relopezbriega.github.io/tag/pulp.html">pulp</a>, <a href="https://relopezbriega.github.io/tag/distribuciones.html">distribuciones</a>, <a href="https://relopezbriega.github.io/tag/complejos.html">complejos</a>, <a href="https://relopezbriega.github.io/tag/conjuntos.html">conjuntos</a>, <a href="https://relopezbriega.github.io/tag/xgboost.html">xgboost</a>, <a href="https://relopezbriega.github.io/tag/limite.html">limite</a>, <a href="https://relopezbriega.github.io/tag/machine-learning.html">Machine Learning</a>, <a href="https://relopezbriega.github.io/tag/optimizacion.html">optimizacion</a>, <a href="https://relopezbriega.github.io/tag/seaborn.html">seaborn</a>, <a href="https://relopezbriega.github.io/tag/ecuaciones-diferenciales.html">ecuaciones diferenciales</a>, <a href="https://relopezbriega.github.io/tag/matplotlib.html">matplotlib</a>, <a href="https://relopezbriega.github.io/tag/series-de-tiempo.html">series de tiempo</a>, <a href="https://relopezbriega.github.io/tag/infinito.html">infinito</a>, <a href="https://relopezbriega.github.io/tag/metropolis.html">Metropolis</a>, <a href="https://relopezbriega.github.io/tag/redes-neuronales.html">Redes Neuronales</a>, <a href="https://relopezbriega.github.io/tag/bokeh.html">bokeh</a>, <a href="https://relopezbriega.github.io/tag/derivada.html">derivada</a>, <a href="https://relopezbriega.github.io/tag/tensorflow.html">TensorFlow</a>, <a href="https://relopezbriega.github.io/tag/boosting.html">boosting</a>, <a href="https://relopezbriega.github.io/tag/integral.html">integral</a>, <a href="https://relopezbriega.github.io/tag/matrices.html">matrices</a>, <a href="https://relopezbriega.github.io/tag/gradientboost.html">gradientboost</a>, <a href="https://relopezbriega.github.io/tag/analisis-de-datos.html">analisis de datos</a>, <a href="https://relopezbriega.github.io/tag/recomendaciones.html">recomendaciones</a>, <a href="https://relopezbriega.github.io/tag/estadistica.html">estadistica</a>, <a href="https://relopezbriega.github.io/tag/visualizaciones.html">visualizaciones</a> </section>
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