September 10, 2024

Transform raw transcripts into well-structured documents Yann-Aël Le Borgne · Follow Published in Towards Data Science · 12 min read · 1 day ago — Photo by Jakob Owens on Unsplash Video chaptering is the task of segmenting a video into distinct chapters. Besides its use as a navigation aid as seen with YouTube chapters, it is also core to a series of downstream applications ranging from information retrieval (e.g., RAG semantic chunking), to referencing

An example of orchestrating AI workflow with reliability, flexibility, and controllability Lingzhen Chen · Follow Published in Towards Data Science · 16 min read · 3 hours ago — LlamaIndex recently introduced a new feature: Workflows. It’s very useful for those who want to create an AI solution that’s both reliable and flexible. How so? Because it allows you to define customized steps with a control flow. It supports loops, feedback, and error handling. It’s

Learn how you can develop an application to search emails using RAG Eivind Kjosbakken · Follow Published in Towards Data Science · 13 min read · 3 hours ago — In this article, I will show you how you can develop the MailDiscoverer application to search Gmail emails using RAG. First, I will show you how to set up the authentication pipeline to access user’s emails (if consent is given). The emails are then embedded