内推职位 - Lyft
职位1
Data Scientist - Autonomous Vehicles
Palo Alto, CA
Job ID: FL17720921
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 using data
- Ownership over data from instrumentation to executive-facing dashboards
- Author scalable ETL pipeline workflows using workflow orchestration engines like Airflow.
- Write advanced SQL for query engines like 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
- (Nice to have) Experience with various interactive query engines (e.g., BigQuery, Presto), or data processing frameworks (e.g. Spark, Flink, Beam, Hive).
- (Nice to have) Experience with workflow orchestration platforms (Airflow, Oozie, Azkaban).
- (Nice to have) Good understanding of SQL Engine and able to conduct advanced performance tuning
职位2
Infrastructure Engineer, Compute
San Francisco, CA/Seattle, WA
Job ID: FL17720922
KEY RESPONSIBILITIES
- Build and deploy open-source Kubernetes at scale, creating Lyft-specific systems and extensions to manage our fleet reliably
- Design, build and maintain tooling and services to improve efficiency and reliability of our Kubernetes platform and to enable users to confidently run their services on our infrastructure
- Work with product engineering teams to understand their use cases, communicate design trade-offs effectively, and design and build scalable systems to solve for their needs
- Debug complex problems between application layers and low-level infrastructure
- Build and develop partnerships across the organization to provide a great customer experience
- Drive incident responses to conclusion by coach the team on operational best practice and identifying long-term systemic fixes
- Develop and improve testing and automation processes in order to reduce operational burden
- Work with and contribute back to open source communities (e.g. Kubernetes, Envoy) to implement and maintain world-class infrastructure that scales
BASIC QUALIFICATIONS
- You have experience building and operating Kubernetes and executing deployments at scale in production environments
- You have experience developing in Go or Python
- You understand the importance of effective testing in order to release reliable software
- You are comfortable with operating and debugging Linux systems in production
- You take pride in reducing technical debt; you pay attention to small details, and you value keeping code/configuration clean and maintainable
- You value root-causing operational issues across multiple layers of the stack and implementing systemic solutions to make sure issues do not reoccur
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