ML Data - Research Scientist
Core
Design and conduct experiments on data collection methods to establish reliable ground truth for multi-modal human data, improving signal quality and model convergence.
Role type
Senior IC ML Data Research Scientist
Builds
Data collection protocols, labeling guidelines, and dataset specifications for multi-modal models
Domain
Consumer electronics, multi-modal machine learning
Deliverable
production ML models
Required skills
experimental design, multi-modal data analysis, statistical characterization, data strategy, A/B testing, inter-rater reliability analysis
Preferred skills
PhD in CS/ML/Statistics/Neuroscience, 10+ years industry experience, human probing/annotation expertise, cross-functional collaboration
Technologies
video, audio, motion capture, annotation pipelines
Responsibilities
Define research topics and data strategies aligned with model performance; Design, build, and run controlled experiments to evaluate data collection methods; Design novel methods to collect, analyze, and interpret multi-modal human data; Characterize practical and statistical limits of data collection setups; Develop and analyze real-world data collection experiments; Partner with multidisciplinary teams to drive data collection from concept to production-scale
