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Company | Juul Labs |
Address | Dallas, TX, United States |
Employment type | FULL_TIME |
Salary | |
Category | Manufacturing |
Expires | 2023-08-13 |
Posted at | 9 months ago |
THE COMPANY:
- Drive development of large-scale data engineering and data science projects
- Create and establish design standards and assurance processes to ensure compatibility and operability of data connections, flows and storage requirements
- Leverage ensemble techniques, such as stacking or bagging, to combine multiple models and enhance the accuracy of lead forecasts
- Interpret and communicate model decisions and feature importance using methods like SHAP or LIME to gain insights and improve model transparency
- Monitor model performance and update models as new data becomes available, employing automated pipelines for retraining and deployment
- Develop new systems and tools to enable stakeholders to consume and understand data more intuitively
- Utilize VertexAI or MLflow, an open-source platform for managing the machine learning lifecycle, to track and reproduce experiments, manage model versions, and facilitate model deployment
- Work closely with our sales, operations, research, and finance teams on data storage, retrieval, and analysis
- Leverage Python to design robust, reusable and scalable data solutions and data pipeline frameworks to automate the ingestion, processing and delivery of both structured and unstructured data, ensuring data cleanliness and formatting
- Validate model transformations for data integrity (source/target tables values and counts are expected, ensurance of proper data cleansing)
- Partner with other Data Scientists, Data Engineers and Business Analysts to build configurable, scalable, and robust data processing infrastructure
- DBT
- Airflow, Fivetran
- Google Cloud Platform - GCP (BigQuery, Storage, Dataflow, Pub/Sub, Cloud Functions/Run, Vertex AI, Cloud Build)
- Databricks, Delta Lake, MLflow
- Advanced knowledge in Python to process large-scale data engineer models and workflows
- Proficiency in relevant libraries/frameworks, including pandas, NumPy, scikit-learn, PyMC3
- Knowledge of prior work with TensorFlow, Keras, and/or PyTorch is a plus
- Experience with version control (Git) and containers (Docker)
- Skilled in analytical SQL in support of data modeling and manipulating multiple data formats
- Comfortable working in a scrum agile environment using Jira
- Knowledge of bash/shell and orchestration tools (e.g. Airflow), is preferred
- Bachelor's degree or Master's degree in Computer Science, Engineering, Math, or equivalent experience (Bachelor’s degree with 2-5 years of experience or Master’s degree with 1-3 years of experience)
- Cell phone subsidy, commuter benefits and discounts on JUUL products
- People. Work with talented, committed and supportive teammates
- Equity and performance bonuses. Every employee is a stakeholder in our success
- Excellent medical, dental and vision benefits
- A place to grow your career. We’ll help you set big goals - and exceed them
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