The latest articles on DEV Community by Sergio Serrano (@devlok). https://dev.to/devlok https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1092410%2F14bf695c-ff47-45d6-861e-8656e8bb77b0.jpeg https://dev.to/devlok en Sergio Serrano Tue, 30 May 2023 17:01:45 +0000 https://dev.to/devlok/app-to-classify-bears-with-ia-48l https://dev.to/devlok/app-to-classify-bears-with-ia-48l <p>In 2023 all people are talking about IA. However, it is not totally new. New technologies have been developed by large companies for years, and one of the best known is Open IA.</p> <p>I have built a web application using Flask to consume services from the client, in this case, the Bear type classification. </p> <p><a href="https://res.cloudinary.com/practicaldev/image/fetch/s--eSY7kmbu--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/pz849wct9804idcncukk.png" class="article-body-image-wrapper"><img src="https://res.cloudinary.com/practicaldev/image/fetch/s--eSY7kmbu--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/pz849wct9804idcncukk.png" alt="Image description" width="800" height="660"></a></p> <p>The model used is trained with a DataSet of bear images categorized into 6 classes, each of 50 images.</p> <p>🏴classes = [polar, spectacled, pardo, panda, malayo, americanBlack]</p> <p><a href="https://res.cloudinary.com/practicaldev/image/fetch/s--e4w7QybC--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/bksyxlc98e3d764uiuzy.png" class="article-body-image-wrapper"><img src="https://res.cloudinary.com/practicaldev/image/fetch/s--e4w7QybC--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/bksyxlc98e3d764uiuzy.png" alt="Image description" width="690" height="180"></a></p> <p>The user should drag and drop an image or upload, clicking in the drop area to send the form.</p> <p><a href="https://res.cloudinary.com/practicaldev/image/fetch/s--fb4Pl-ML--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rwtiuzr99xix3ss8rgnh.png" class="article-body-image-wrapper"><img src="https://res.cloudinary.com/practicaldev/image/fetch/s--fb4Pl-ML--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rwtiuzr99xix3ss8rgnh.png" alt="Image description" width="800" height="455"></a></p> <p>Finally, the model makes the prediction and shows you the type of bears with their main characteristics.</p> <p><a href="https://res.cloudinary.com/practicaldev/image/fetch/s--HXT9Eg75--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hgmz7l50hkxaex0p6vbh.png" class="article-body-image-wrapper"><img src="https://res.cloudinary.com/practicaldev/image/fetch/s--HXT9Eg75--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hgmz7l50hkxaex0p6vbh.png" alt="Image description" width="800" height="554"></a><br> It is an open source project and can be modified according to contributions.</p> <p>Follow me for more content 💻🔬<br> Link in the bio<br> <a href="https://github.com/SergioSerranoDv/Classification-Model">https://github.com/SergioSerranoDv/Classification-Model</a></p> python flask javascript webdev