Join us at MotionLab.Berlin on Saturday, September 26th for the Berlin Physical AI Workshop and Meetup, co-presented by Nebius and Voxel51.
The afternoon opens with networking, food, and drinks, followed by a hands-on workshop on building physical AI applications with Voxel51, from curating robotics and sensor datasets to evaluating vision models on real-world data. Networking continues after the workshop.
A laptop is required to participate in the hands-on workshop - please bring one. Space is limited, so register early.
Also joining us the night before at w3.hub? Register for both nights to save your spot at the September 25 meetup too.
This hands-on session uses DROID, a real-world robotics dataset loaded into Voxel51 as a native multimodal MCAP recording, and YOLO11n, fine-tuned live during the session.
Welcome + framing: from raw robot logs to a trained detector
Explore a real DROID robotics recording in Voxel51's native multimodal MCAP viewer: camera, proprioception, and language on one synced timeline, no ROS install required
Curate: extract and browse frames from the recording, filter and deduplicate
Compute embeddings on the curated frames; explore via similarity search and embeddings visualization (via Nebius Serverless AI Jobs)
Auto-label: open-vocabulary detection to generate bounding boxes for the robot gripper and target objects
Train: fine-tune a YOLO11n detector on the auto-labeled frames (via Nebius Serverless AI Jobs)
Evaluate results and close the loop: view predictions back on the original MCAP timeline