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authorNavan Chauhan <navanchauhan@gmail.com>2020-01-29 11:14:30 +0530
committerNavan Chauhan <navanchauhan@gmail.com>2020-01-29 11:14:30 +0530
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-<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><meta name="twitter:url" content="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><meta name="og:url" content="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><title>Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan</title><meta name="twitter:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan"/><meta name="og:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan"/><meta name="description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="twitter:description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="og:description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/images/logo.png"/></head><head><script src="https://www.googletagmanager.com/gtag/js?id=UA-108635191-1v"></script><script>window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments);}gtag('js', new Date());gtag('config', 'UA-108635191-1');</script></head><body class="item-page"><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/about">About Me</a></li><li><a class="selected" href="/posts">Posts</a></li><li><a href="/publications">Publications</a></li><li><a href="https://navanchauhan.github.io/assets/résumé.pdf">Résumé</a></li><li><a href="https://navanchauhan.github.io/repo">Repo</a></li></ul></nav></div></header><div class="wrapper"><article><div class="content"><span class="reading-time">🕑 6 minute read.</span><h1>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 href="/posts/2020-01-15-Setting-up-Kaggle-to-use-with-Colab/"> my previous post</a></em></p><h2>Dataset</h2><h3>Mounting Google Drive</h3><pre><code><div class="highlight"><span></span><span class="kn">import</span> <span class="nn">os</span>
+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><meta name="twitter:url" content="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><meta name="og:url" content="https://navanchauhan.github.io/posts/2020-01-16-Image-Classifier-Using-Turicreate"/><title>Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan</title><meta name="twitter:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan"/><meta name="og:title" content="Creating a Custom Image Classifier using Turicreate to detect Smoke and Fire | Navan Chauhan"/><meta name="description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="twitter:description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="og:description" content="Tutorial on creating a custom Image Classifier using Turicreate and a dataset from Kaggle"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/images/logo.png"/></head><head><script src="https://www.googletagmanager.com/gtag/js?id=UA-108635191-1v"></script><script>window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments);}gtag('js', new Date());gtag('config', 'UA-108635191-1');</script></head><body class="item-page"><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/about">About Me</a></li><li><a class="selected" href="/posts">Posts</a></li><li><a href="/publications">Publications</a></li><li><a href="/assets/résumé.pdf">Résumé</a></li><li><a href="https://navanchauhan.github.io/repo">Repo</a></li></ul></nav></div></header><div class="wrapper"><article><div class="content"><span class="reading-time">🕑 6 minute read.</span><h1>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 href="/posts/2020-01-15-Setting-up-Kaggle-to-use-with-Colab/"> my previous post</a></em></p><h2>Dataset</h2><h3>Mounting Google Drive</h3><pre><code><div class="highlight"><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">from</span> <span class="nn">google.colab</span> <span class="kn">import</span> <span class="n">drive</span>
<span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/drive&#39;</span><span class="p">)</span>
</div>
@@ -210,4 +210,4 @@
<span class="na">0.9316455696202531</span>
</div>
-</code></pre><p>We just got an accuracy of 94% on Training Data and 97% on Validation Data!</p></div><span>Tagged with: </span><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li><li><a href="/tags/turicreate">turicreate</a></li></ul><div id="disqus_thread"></div><script>(function() {var d = document, s = d.createElement('script');s.src = 'https://navan-chauhan.disqus.com/embed.js';s.setAttribute('data-timestamp', +new Date());(d.head || d.body).appendChild(s); })();</script><noscript>Please enable JavaScript to view the comments</noscript></article></div><footer><p>Made with ❤️ using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html> \ No newline at end of file
+</code></pre><p>We just got an accuracy of 94% on Training Data and 97% on Validation Data!</p></div><span>Tagged with: </span><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li><li><a href="/tags/turicreate">turicreate</a></li></ul><div id="disqus_thread"></div><script src="/assets/disqus.js"></script><noscript>Please enable JavaScript to view the comments</noscript></article></div><footer><p>Made with ❤️ using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html> \ No newline at end of file