Scaling CLIP-Based Natural Language Media Search with Bumblebee and Broadway

Explore how to implement machine learning at scale within the Elixir ecosystem in this 26-minute conference talk from Code BEAM Europe 2023. Learn to leverage Elixir libraries Bumblebee and Broadway for tackling machine learning tasks in production, focusing on natural language media search as a practical example. Discover why Elixir is a powerful choice for machine learning applications and how to build scalable, efficient solutions. Follow along as the speaker demonstrates indexing bulk media using Bumblebee and Nx, utilizing Broadway for batch processing, and running inference queries in production with Bumblebee against previously indexed data. Gain valuable insights on harnessing Elixir libraries for ML applications, enabling you to construct robust machine learning-powered solutions using Bumblebee, Nx for ML, and Broadway for data processing.