Houdini MLOPs - Data, Training and Generative AI | Moritz Schwind & Paul Ambrosiussen | SIGGRAPH...

Ever wondered how to effectively integrate AI tools into your pipeline? With Machine Learning Operators for SideFX Houdini, Paul Ambrosiussen and Moritz Schwind are bringing the most popular machine learning techniques to your studio. Explore the latest iteration on their open source toolkit which amongst other things brings AI based segmentation, data analysis, generation and training to SideFX Houdini. They will demonstrate some of the core features and are eager to discuss opportunities for machine learning in a VFX / games context. 00:00 Presentation 02:16 Intro to MLOPs 03:00 Some Features 03:58 Training 12:04 Local & Distributed 14:51 Analysis Tools 18:20 Interlude: Stable Diffusion in two minutes 21:14 Interlude: Community Works 22:54 Measuring Prompt Similarity 24:53 Measuring Image Similarity 32:56 Why doesn’t it work? 34:10 UX Improvements 34:35 Future Plans 35:50 Community Examples 36:12 What We Are Looking For 37:14 Q&A Moritz Schw