Feb 27
Loading video player...
⭕ Overview The video explores how Convolutional Neural Networks (CNNs) and transformers transform visual data into numerical image embeddings to identify similarities. By processing images through a layered hierarchy, these models extract intricate features that can be compared using mathematical techniques like cosine similarity. This technology powers content-based image retrieval, allowing systems to match query images or even sketches with relevant database results. Advanced frameworks like MURAL further enhance this by integrating multimodal retrieval, which bridges the gap between different languages and visual descriptions. Ultimately, the sources demonstrate how modern deep learning architectures align textual and visual representations to improve search accuracy across diverse data types. Source: AI for Workforce - Intel Digital Readiness (Intel Corp). #ImageGeneration #CNN #Transformers #ImageRetrieval #DeepLearning If you find this video helpful, please give it a thumbs up, share it with your friends, and subscribe to my channel for more tutorials and insights into programming. Your support helps me create more content to assist you in your learning journey. Thank you for watching! ⭕ About me I am a Web Dev Software/AI Data instructor and author for Linkedin Learning, Packt, E-C Council, Udemy, and MC Press. ⭕ My complete online training courses: ☑️ REST APIs & AJAX Operations Using Node, Express, and jQuery: https://www.udemy.com/course/rest-apis-ajax-operations-using-node-express-and-jquery/?referralCode=A762AE70D9FD6A931F9B ☑️ Build Clean and Secure PHP Web Apps From Scratch: https://www.udemy.com/course/build-clean-and-secure-php-web-apps-from-scratch/?referralCode=C200BB52F0C7153B93CC ☑️ Angular 9 New Features: https://www.packtpub.com/web-development/angular-9-new-features-video ☑️ Full-Stack Web Development with Flask: https://www.packtpub.com/web-development/full-stack-web-development-flask-video ☑️ Full-Stack Web Development with Django & Angular 8: https://www.packtpub.com/web-development/full-stack-web-development-with-django-and-angular-8-video ☑️ Angular 7 New Features: https://www.packtpub.com/web-development/angular-7-new-features-video ☑️ The DOM in JavaScript, jQuery, AngularJS, and React : https://www.linkedin.com/learning/the-dom-in-javascript-jquery-angularjs-and-react ☑️ Building JSF Web Applications with Java EE 7: https://www.linkedin.com/learning/building-jsf-web-applications-with-java-ee-7 ☑️ Troubleshooting Vue.js: https://www.packtpub.com/application-development/troubleshooting-vuejs-video ⭕ Check out my book: Developing Business Applications for the Web: With HTML, CSS, JSP, PHP, ASP.NET, and JavaScript is available on Amazon and MC Press. ☑️ Link: https://www.mc-store.com/collections/christian-hur/products/developing-business-applications-for-the-web-with-html-css-jsp-php-asp-net-and-javascript