Senior Staff TLM, Data Mining and Sampling for ML and Evaluation
Core
Lead a small team to develop tools for mining novel safety situations from driving logs and tune simulations for evaluation and ML datasets.
Role type
Senior Staff Engineering Manager (Data Mining & Sampling)
Builds
Automation for mining and sampling ecosystem, tools for mining novel situations, tuned simulations
Domain
Autonomous driving / Machine Learning / Data Science
Deliverable
production ML models | infrastructure
Required skills
Engineering design and programming, Data fluency and analysis, Statistical methods (hypothesis testing, experiment design, sampling), ML concepts and practices, Team management (up to 8 people), C++, SQL, Python, Building data processing pipelines
Preferred skills
Evaluation experience (building/validating metrics), Advanced statistical background, Advanced ML background, AV industry experience, Simulation experience
Technologies
C++, SQL, Python
Responsibilities
Develop tools for mining novel situations from driving logs, Apply advanced sampling techniques and tune simulations, Build automation for the mining and sampling ecosystem, Make hands-on technical contributions to engineering and data science projects, Provide management and technical leadership for a small team, Partner with cross-functional teams to execute strategy
Seniority
Senior Staff, hands-on engineering manager