The Map Is Not The Territory – Highly Multimodal Search
Hosted by Bryan Bischof and Ayush Chaurasia
Fri, Jul 11, 2025
5:00 PM UTC (45 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course
Save 20% til Sunday


Fri, Jul 11, 2025
5:00 PM UTC (45 minutes)
Virtual (Zoom)
Free to join
782 students
Go deeper with a course
Save 20% til Sunday


What you'll learn
Why a single representation for your data isn’t enough
How the old concepts of search are still relevant
How we built a modern search engine for multimodal data
Why this topic matters
You'll learn from
Bryan Bischof
Head of AI at Theory Ventures
Bryan leads AI at Theory. Bryan has worked all across the data, ML, and AI stacks. Most recently, Bryan Bischof was the Head of AI at Hex, where he led the team of engineers building Magic—the data science and analytics copilot. He started the data team at Blue Bottle Coffee, led several projects at Stitch Fix, and built the data teams at Weights and Biases. Bryan previously co-authored the book Building Production Recommendation Systems with O’Reilly, and teaches Data Science and Analytics in the graduate school at Rutgers. His Ph.D. is in pure mathematics.
Ayush Chaurasia
Founding ML Engineer, LanceDB
Ayush Chaurasia is a founding ML Engineer at LanceDB, with 7+ years of experience in AI, computer vision, and software engineering. He’s contributed to open-source projects like YOLOv8 (Ultralytics). At LanceDB, Ayush works on hybrid search, multi-modal retrieval, and reranker architectures.
Previously at
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