<!DOCTYPE html> <html lang="en"> <head> <link rel="stylesheet" href="https://unpkg.com/latex.css/style.min.css" /> <link rel="stylesheet" href="/assets/main.css" /> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Image Classifier With Teachable Machines</title> <meta name="og:site_name" content="Navan Chauhan" /> <link rel="canonical" href="https://web.navan.dev/posts/2019-12-04-Google-Teachable-Machines.html" /> <meta name="twitter:url" content="https://web.navan.dev/posts/2019-12-04-Google-Teachable-Machines.html /> <meta name="og:url" content="https://web.navan.dev/posts/2019-12-04-Google-Teachable-Machines.html" /> <meta name="twitter:title" content="Image Classifier With Teachable Machines" /> <meta name="og:title" content="Image Classifier With Teachable Machines" /> <meta name="description" content="Tutorial on creating a custom image classifier quickly with Google Teachable Machines" /> <meta name="twitter:description" content="Tutorial on creating a custom image classifier quickly with Google Teachable Machines" /> <meta name="og:description" content="Tutorial on creating a custom image classifier quickly with Google Teachable Machines" /> <meta name="twitter:card" content="summary_large_image" /> <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://web.navan.dev/images/opengraph/posts/2019-12-04-Google-Teachable-Machines.png" /> <meta name="og:image" content="https://web.navan.dev/images/opengraph/posts/2019-12-04-Google-Teachable-Machines.png" /> <meta name="google-site-verification" content="LVeSZxz-QskhbEjHxOi7-BM5dDxTg53x2TwrjFxfL0k" /> <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" /> </head> <body> <center><nav style="display: block;"> | <a href="/">home</a> | <a href="/about/">about/links</a> | <a href="/posts/">posts</a> | <a href="/3D-Designs/">3D designs</a> | <!--<a href="/publications/">publications</a> |--> <!--<a href="/repo/">iOS repo</a> |--> <a href="/feed.rss">RSS Feed</a> | </nav> </center> <main> <h1>Image Classifier With Teachable Machines</h1> <p>Made for Google Code-In</p> <p><strong>Task Description</strong></p> <p>Using Glitch and the Teachable Machines, build a Book Detector with Tensorflow.js. When a book is recognized, the code would randomly suggest a book/tell a famous quote from a book. Here is an example Project to get you started: https://glitch.com/~voltaic-acorn</p> <h3>Details</h3> <p>1) Collecting Data</p> <p>Teachable Machine allows you to create your dataset just by using your webcam! I created a database consisting of three classes ( Three Books ) and approximately grabbed 100 pictures for each book/class</p> <p><img src="/assets/gciTales/01-teachableMachines/01-collect.png" alt="" /></p> <p>2) Training</p> <p>Training on teachable machines is as simple as clicking the train button. I did not even have to modify any configurations. </p> <p><img src="/assets/gciTales/01-teachableMachines/02-train.png" alt="" /></p> <p>3) Finding Labels</p> <p>Because I originally entered the entire name of the book and it's author's name as the label, the class name got truncated (Note to self, use shorter class names :p ). I then modified the code to print the modified label names in an alert box. </p> <p><img src="/assets/gciTales/01-teachableMachines/03-label.png" alt="" /></p> <p><img src="/assets/gciTales/01-teachableMachines/04-alert.png" alt="" /></p> <p>4) Adding a suggestions function</p> <p>I first added a text field on the main page and then modified the JavaScript file to suggest a similar book whenever the model predicted with an accuracy >= 98% </p> <p><img src="/assets/gciTales/01-teachableMachines/05-html.png" alt="" /></p> <p><img src="/assets/gciTales/01-teachableMachines/06-js.png" alt="" /></p> <p>5) Running!</p> <p>Here it is running!</p> <p><img src="/assets/gciTales/01-teachableMachines/07-eg.png" alt="" /></p> <p><img src="/assets/gciTales/01-teachableMachines/08-eg.png" alt="" /></p> <p>Remix this project:-</p> <p>https://luminous-opinion.glitch.me</p> <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> <script src="assets/manup.min.js"></script> <script src="/pwabuilder-sw-register.js"></script> </body> </html>