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diff --git a/docs/posts/2020-01-16-Image-Classifier-Using-Turicreate.html b/docs/posts/2020-01-16-Image-Classifier-Using-Turicreate.html index 40b9553..56d9c8d 100644 --- a/docs/posts/2020-01-16-Image-Classifier-Using-Turicreate.html +++ b/docs/posts/2020-01-16-Image-Classifier-Using-Turicreate.html @@ -2,14 +2,27 @@ <html lang="en"> <head> - <link rel="stylesheet" href="https://unpkg.com/latex.css/style.min.css" /> + <meta http-equiv="X-UA-Compatible" content="IE=edge"> + <meta http-equiv="content-type" content="text/html; charset=utf-8"> + <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1"> + <meta name="theme-color" content="#6a9fb5"> + + <title>Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire</title> + + <!-- + <link rel="stylesheet" href="https://unpkg.com/latex.css/style.min.css" /> + --> + + <link rel="stylesheet" href="/assets/c-hyde.css" /> + + <link rel="stylesheet" href="http://fonts.googleapis.com/css?family=PT+Sans:400,400italic,700|Abril+Fatface"> + <link rel="stylesheet" href="/assets/main.css" /> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> - <title>Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire</title> <meta name="og:site_name" content="Navan Chauhan" /> <link rel="canonical" href="https://web.navan.dev/posts/2020-01-16-Image-Classifier-Using-Turicreate.html" /> - <meta name="twitter:url" content="https://web.navan.dev/posts/2020-01-16-Image-Classifier-Using-Turicreate.html /> + <meta name="twitter:url" content="https://web.navan.dev/posts/2020-01-16-Image-Classifier-Using-Turicreate.html" /> <meta name="og:url" content="https://web.navan.dev/posts/2020-01-16-Image-Classifier-Using-Turicreate.html" /> <meta name="twitter:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire" /> <meta name="og:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire" /> @@ -26,30 +39,49 @@ <script data-goatcounter="https://navanchauhan.goatcounter.com/count" async src="//gc.zgo.at/count.js"></script> <script defer data-domain="web.navan.dev" src="https://plausible.io/js/plausible.js"></script> - <link rel="manifest" href="manifest.json" /> + <link rel="manifest" href="/manifest.json" /> </head> -<body> - <center><nav style="display: block;"> -| -<a href="/">home</a> | -<a href="/about/">about/links</a> | -<a href="/posts/">posts</a> | -<!--<a href="/publications/">publications</a> |--> -<!--<a href="/repo/">iOS repo</a> |--> -<a href="/feed.rss">RSS Feed</a> | -</nav> -</center> - -<main> +<body class="theme-base-0d"> + <div class="sidebar"> + <div class="container sidebar-sticky"> + <div class="sidebar-about"> + <h1><a href="/">Navan</a></h1> + <p class="lead" id="random-lead">Alea iacta est.</p> + </div> + + <ul class="sidebar-nav"> + <li><a class="sidebar-nav-item" href="/about/">about/links</a></li> + <li><a class="sidebar-nav-item" href="/posts/">posts</a></li> + <li><a class="sidebar-nav-item" href="/3D-Designs/">3D designs</a></li> + <li><a class="sidebar-nav-item" href="/feed.rss">RSS Feed</a></li> + <li><a class="sidebar-nav-item" href="/colophon/">colophon</a></li> + </ul> + <div class="copyright"><p>© 2019-2024. Navan Chauhan <br> <a href="/feed.rss">RSS</a></p></div> + </div> +</div> - <h1>Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire</h1> +<script> +let phrases = [ + "Something Funny", "Veni, vidi, vici", "Alea iacta est", "In vino veritas", "Acta, non verba", "Castigat ridendo mores", + "Cui bono?", "Memento vivere", "अहम् ब्रह्मास्मि", "अनुगच्छतु प्रवाहं", "चरन्मार्गान्विजानाति", "coq de cheval", "我愛啤酒" + ]; + +let new_phrase = phrases[Math.floor(Math.random()*phrases.length)]; + +let lead = document.getElementById("random-lead"); +lead.innerText = new_phrase; +</script> + <div class="content container"> + + <div class="post"> + <h1 id="creating-a-custom-image-classifier-using-turicreate-to-detect-smoke-and-fire">Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire</h1> <p><em>For setting up Kaggle with Google Colab, please refer to <a rel="noopener" target="_blank" href="/posts/2020-01-15-Setting-up-Kaggle-to-use-with-Colab"> my previous post</a></em></p> -<h2>Dataset</h2> +<h2 id="dataset">Dataset</h2> -<h3>Mounting Google Drive</h3> +<h3 id="mounting-google-drive">Mounting Google Drive</h3> <div class="codehilite"> <pre><span></span><code><span class="kn">import</span> <span class="nn">os</span> @@ -58,7 +90,7 @@ </code></pre> </div> -<h3>Downloading Dataset from Kaggle</h3> +<h3 id="downloading-dataset-from-kaggle">Downloading Dataset from Kaggle</h3> <div class="codehilite"> <pre><span></span><code><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'KAGGLE_CONFIG_DIR'</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"/content/drive/My Drive/"</span> @@ -67,7 +99,7 @@ </code></pre> </div> -<h2>Pre-Processing</h2> +<h2 id="pre-processing">Pre-Processing</h2> <div class="codehilite"> <pre><span></span><code><span class="nt">!mkdir</span><span class="na"> default smoke fire</span> @@ -153,9 +185,9 @@ </code></pre> </div> -<h2>Making the Image Classifier</h2> +<h2 id="making-the-image-classifier">Making the Image Classifier</h2> -<h3>Making an SFrame</h3> +<h3 id="making-an-sframe">Making an SFrame</h3> <div class="codehilite"> <pre><span></span><code><span class="nt">!pip</span><span class="na"> install turicreate</span> @@ -218,7 +250,7 @@ </code></pre> </div> -<h3>Making the Model</h3> +<h3 id="making-the-model">Making the Model</h3> <div class="codehilite"> <pre><span></span><code><span class="kn">import</span> <span class="nn">turicreate</span> <span class="k">as</span> <span class="nn">tc</span> @@ -313,14 +345,15 @@ <p>We just got an accuracy of 94% on Training Data and 97% on Validation Data!</p> + </div> <blockquote>If you have scrolled this far, consider subscribing to my mailing list <a href="https://listmonk.navan.dev/subscription/form">here.</a> You can subscribe to either a specific type of post you are interested in, or subscribe to everything with the "Everything" list.</blockquote> <script data-isso="https://comments.navan.dev/" src="https://comments.navan.dev/js/embed.min.js"></script> <section id="isso-thread"> <noscript>Javascript needs to be activated to view comments.</noscript> </section> -</main> + </div> <script src="assets/manup.min.js"></script> <script src="/pwabuilder-sw-register.js"></script> </body> |