Aileen Villanueva Lecuona
My background includes 9 years experience in Web development and currently venturing into Machine Learning, I am deeply passionate about empowering and inspiring others, which is why I proudly serve as a Women Techmaker Ambassador, dedicated to sharing my knowledge and experiences with the community and fostering diversity in the tech industry.
Building AI apps with JavaScript
- English
This talk guides you through creating more capable web applications using JavaScript , vector databases, semantic search and webllms. We'll explore: Leveraging vector databases like Supabase for efficient storage and retrieval of high-dimensional data, enabling faster and more accurate similarity searches. Implementing semantic search to improve content discovery and user experience by understanding the meaning behind queries, not just matching keywords. Integrating AI agents in JavaScript apps to enable features like Retrieval-Augmented Generation (RAG), allowing your app to provide more contextually relevant responses. Through practical examples and live coding, we'll see how these technologies work together in JavaScript . You'll learn about embeddings, their role in semantic search and RAG, and how to implement these concepts in your projects.