Scaling CLIP based Natural Language Media Search with Bumblebee and Broadway by Raj Rajhans

"✨This talk was recorded at Code BEAM Europe 2023. If you're curious about our upcoming event, check https://codebeameurope.com ✨ Abstract: As organizations increasingly adopt Elixir for various applications, it has become essential to effectively implement machine learning at scale within the Elixir ecosystem. In this talk, attendees will be shown how Elixir libraries Bumblebee and Broadway can be used to tackle machine learning tasks in production, using natural language media search as a prime example. The talk will show why Elixir is a powerful choice for machine learning applications and how its capabilities can be leveraged to build scalable, efficient solutions. As an example, we will walk through the process of indexing bulk media using Bumblebee and Nx by utilizing Broadway for batch processing, and then running inference queries in production with Bumblebee against the data indexed before. Attendees will gain insights on how to harness the power of Elixir libraries for ML applications, enabling them to build robust machine learning powered solutions using Bumblebee, Nx for ML and Broadway for data processing. Let's keep in touch! Follow us on: 💥 Twitter:   / codebeamio   💥 Facebook:   / codesyncglobal   💥 Linkedin:   / code-sync   💥 Mastodon: https://genserver.social/codesync "