Sr. Data Scientist
| Company | Plume |
|---|---|
| Location | Palo Alto, CA, USA |
| Salary | $160000 – $187000 |
| Type | Full-Time |
| Degrees | Bachelor’s, Master’s, PhD |
| Experience Level | Senior |
Requirements
- BS/MS/PhD in Computer Science, Electrical Engineering or related technical field
- 5+ years of industry experience in developing ML systems
- Strong programming skills in Python and familiarity with SQL
- Proficiency manipulating big data with Apache Spark (PySpark)
- Expertise in data analysis and processing – in particular, data “wrangling” skills, such as data cleaning, augmentation, validation, the creation of ETL pipelines
- Hands-on experience working with machine learning frameworks and fundamental understanding of machine learning concepts/techniques
- Can work asynchronously with teams from different time zones – proactive, keep clear notes/reports, write great documentations, can work independently, etc
- Experience and demonstrated capability to handle challenges with vague or abstract problem definition
Responsibilities
- Perform in-depth analysis on our WiFi telemetry and user behavior data, derive actionable insights as well as critical KPIs, build visualizations/dashboards to present the results to stakeholders
- Design and develop machine learning pipelines from various data sources by processing structured and unstructured data to support our machine learning and analytic needs
- Formalize assumptions about how our systems are expected to work, create statistical definitions of the outliers, and develop methods to systematically identify these outliers
- Collaborate with cross functional teams to translate complex real-life business problems into concrete problem statements, formulate the technical specifications, and develop solutions using data science and machine learning techniques.
Preferred Qualifications
- Experience deploying machine learning pipeline to production systems