{"componentChunkName":"component---src-templates-blog-post-js","path":"/06-06-2020/","result":{"data":{"site":{"siteMetadata":{"title":"Sandra Rairán"}},"markdownRemark":{"id":"db4bd440-814f-5431-8f35-b5664c09aa0a","excerpt":"Genial! 💚  La clasificación se realiza con dos aves caracteristicas de Caldas, Colombia (El MomotusAequatorialis y el Ramphocelusflammigerus) El Momotus…","html":"<p> Genial! 💚</p>\n<p> La clasificación se realiza con dos aves caracteristicas de Caldas, Colombia <strong>(El Momotus<em>Aequatorialis y el Ramphocelus</em>flammigerus)</strong></p>\n<blockquote>\n<p>El Momotus Aequatorialis</p>\n</blockquote>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 590px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/97b24769f7e17a9c7ed85d355e7875cf/eea4a/momotus.jpg\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 56.08108108108109%; position: relative; bottom: 0; left: 0; background-image: url('data:image/jpeg;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"momotus\"\n        title=\"momotus\"\n        src=\"/static/97b24769f7e17a9c7ed85d355e7875cf/1c72d/momotus.jpg\"\n        srcset=\"/static/97b24769f7e17a9c7ed85d355e7875cf/a80bd/momotus.jpg 148w,\n/static/97b24769f7e17a9c7ed85d355e7875cf/1c91a/momotus.jpg 295w,\n/static/97b24769f7e17a9c7ed85d355e7875cf/1c72d/momotus.jpg 590w,\n/static/97b24769f7e17a9c7ed85d355e7875cf/a8a14/momotus.jpg 885w,\n/static/97b24769f7e17a9c7ed85d355e7875cf/fbd2c/momotus.jpg 1180w,\n/static/97b24769f7e17a9c7ed85d355e7875cf/eea4a/momotus.jpg 1280w\"\n        sizes=\"(max-width: 590px) 100vw, 590px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n      />\n  </a>\n    </span></p>\n<blockquote>\n<p>El Ramphocelus Flammigerus</p>\n</blockquote>\n<p><span\n      class=\"gatsby-resp-image-wrapper\"\n      style=\"position: relative; display: block; margin-left: auto; margin-right: auto; max-width: 590px; \"\n    >\n      <a\n    class=\"gatsby-resp-image-link\"\n    href=\"/static/1626a10be975fea760c7b4a0fc5d7a95/eea4a/toche.jpg\"\n    style=\"display: block\"\n    target=\"_blank\"\n    rel=\"noopener\"\n  >\n    <span\n    class=\"gatsby-resp-image-background-image\"\n    style=\"padding-bottom: 56.08108108108109%; position: relative; bottom: 0; left: 0; background-image: url('data:image/jpeg;base64,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'); background-size: cover; display: block;\"\n  ></span>\n  <img\n        class=\"gatsby-resp-image-image\"\n        alt=\"momotus\"\n        title=\"momotus\"\n        src=\"/static/1626a10be975fea760c7b4a0fc5d7a95/1c72d/toche.jpg\"\n        srcset=\"/static/1626a10be975fea760c7b4a0fc5d7a95/a80bd/toche.jpg 148w,\n/static/1626a10be975fea760c7b4a0fc5d7a95/1c91a/toche.jpg 295w,\n/static/1626a10be975fea760c7b4a0fc5d7a95/1c72d/toche.jpg 590w,\n/static/1626a10be975fea760c7b4a0fc5d7a95/a8a14/toche.jpg 885w,\n/static/1626a10be975fea760c7b4a0fc5d7a95/fbd2c/toche.jpg 1180w,\n/static/1626a10be975fea760c7b4a0fc5d7a95/eea4a/toche.jpg 1280w\"\n        sizes=\"(max-width: 590px) 100vw, 590px\"\n        style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0;\"\n        loading=\"lazy\"\n      />\n  </a>\n    </span></p>\n<h3>Ambiente Virtual en conda</h3>\n<p>➜  aves<em>clasificacion conda create —name aves</em>clasificacion</p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion conda activate aves_clasificacion</p>\n<h3>Instalacción de librerias</h3>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion conda install tensorflow</p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion conda install pillow</p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion pip install tf-nightly</p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion python3 -m pip install matplotlib</p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion conda install -c conda-forge matplotlib</p>\n<p><strong>Creación del archivo train.py</strong></p>\n<p>(aves<em>clasificacion) ➜  aves</em>clasificacion python3 train.py</p>\n<h3>Referencias</h3>\n<ul>\n<li><a href=\"https://keras.io/examples/vision/image_classification_from_scratch/\">https://keras.io/examples/vision/image_classification_from_scratch/</a></li>\n</ul>\n<p><strong>Código</strong></p>\n<ul>\n<li><a href=\"https://github.com/sandrarairan/Clasificaci-n_imagen_desde_cero\">https://github.com/sandrarairan/Clasificaci-n_imagen_desde_cero</a></li>\n</ul>\n<h3>Resultado</h3>\n<p>Epoch 50/50</p>\n<ul>\n<li>4/4 [==============================] - 23s 6s/step - loss: 0.0357 - accuracy: 0.9904 - val<em>loss: 2.0885 - val</em>accuracy: 0.3462</li>\n</ul>\n<p><strong>This image is 95.85 percent Momotus<em>Aequatorialis and 4.15 percent Ramphocelus</em>flammigerus</strong></p>","frontmatter":{"title":"Clasificación de Imagenes","date":"June 06, 2020","description":"Entrenando un clasificador de imágenes desde cero en el conjunto de datos de fotografías tomadas por mí en la observación de aves en Colombia."}}},"pageContext":{"slug":"/06-06-2020/","previous":{"fields":{"slug":"/new-beginnings/"},"frontmatter":{"title":"Cantos aves y sus espectogramas"}},"next":{"fields":{"slug":"/11-06-2020/"},"frontmatter":{"title":"Introducción Time Series R con ggplot2"}}}},"staticQueryHashes":["2841359383","3257411868"]}