Issued to
Wenxu Zhang
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Credential Verification
Issue date: March 16, 2026
ID: 56a3a9fb-84fd-4631-9c13-cca4269c3fba
Issued by
Emerton
Emerton Data is the AI & Tech unit of Emerton Group. We provide globally tailor-made Data and AI consulting services and help companies accelerate their end-to-end data transformation journey.
Type
Training
Level
Foundational
Format
Offline
Duration
10 hours
Description
This badge certifies that the holder has successfully completed an intensive, two-day technical workshop focused on Embodied AI and Robotics. Moving from theory to deployment, the recipient demonstrated proficiency in building, calibrating, and training an SO101 robot arm using state-of-the-art imitation learning techniques (ACT policy - Action Chunking with Transformers).
Skills
Machine Learning
Robotics
Earning Criteria
Participation
Masterclass: Robotics trends and AI Attended a masterclass on the evolution of robotics, covering market trends, investment landscapes, and the shift from classical methods to AI foundation models. The session established the theoretical architecture of Action Chunking with Transformers (ACT) used in the rest of the workshop.
Assignment
Hardware assembly, technical set-up and calibration Built the SO101 robot arm from components. This hands-on module required installing motors, integrating 3D-printed parts, and performing the technical set-up and calibration to ensure the hardware was ready for AI control and physical actuation.
Assignment
Dataset creation, ACT policy training and inference Executed the full Imitation Learning workflow. The recipient generated a custom dataset via teleoperation and camera recording, then trained an ACT policy using the lerobot library. The final model was deployed to the robot for successful autonomous inference.