内推职位 - Lyft
职位1
Software Engineer, Behavioral Evaluation (Autonomy)
Palo Alto, CAJob ID: FL18660421
KEY RESPONSIBILITIES
- Work on defining and improving evaluation systems of the autonomous behavior
- Leverage PyTorch to train machine-learned models for evaluation
- Define datasets suitable for evaluation and work on the automation of their creation
- Build tools and infrastructure to understand the quality and representativeness of our metrics
- Collaborate with the frontend team to build the right UI for the users to consume self-explanatory measurement reports
- Collaborate with the simulation team to ensure the metrics can be evaluated
- Collaborate with the motion planning team to define the right metrics, and to improve the autonomous driving performance
BASIC QUALIFICATIONS
- Ability to produce production-quality C++ and Python code
- Strong background in math, algorithms, and data structures
- Bachelor's degree or higher in Computer Science, Electrical Engineering, Robotic, Mechanical Engineering, Aerospace Engineering, Math, or related field
- Experience with machine learning frameworks like PyTorch or TensorFlow
职位2
Data Scientist - Autonomous Vehicles
Palo Alto, CA
Job ID: FL18660422
KEY RESPONSIBILITIES
- Develop analytical frameworks and business metrics to measure performance with statistical rigor
- Partner with product managers, engineers, program managers, operations and leadership to translate data insights into decisions and action
- Find opportunities for efficiency improvements in the Autonomous program
- Ownership over data from instrumentation to executive-facing dashboards
- Author scalable ETL pipeline workflows using Airflow.
- Write advanced SQL for BigQuery to compute metrics or failure modes across large time-series data
BASIC QUALIFICATIONS
- Degree in a quantitative field - advanced degrees are preferred
- Industry experience in a data science or analytics role
- Proficiency in SQL - able to write structured and efficient queries on large data sets
- Experience in programming, especially with data science and visualization libraries (Python preferred)
- Strong oral and written communication skills, and ability to collaborate with cross-functional partners
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