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Über
Position Purpose:
Designs and develops of scalable solutions using AI tools and machine-learning models. Performs research and testing to develop machine learning algorithms and predictive models. Utilizes big data computation and storage tools to create prototypes and datasets. Conducts model training and evaluation. Integrates, tests, tunes, and monitors solutions.
Participates in model brainstorming conversations with new potential internal customers interested in AI/ML capabilities
Works alongside internal customers that are requesting AI/ML capabilities to understand overall business objective & impact when requesting an AI/ML model
Analyzes use cases of ML algorithms and apply findings to enable business decisions by deriving insights through data visualization
Writing moderately complex SQL and Python/R code to extract data from a variety of databases and data sources
Explores and visualizes data to gain an understanding of it and verify data quality, and/or ensure data quality via data cleaning
Conduct exploratory data analysis from complex data sources and build key data sets to support company mission operational analysis.
Builds ML/AI models using common methods within R and Python
Analyzes the ML algorithms that could be used to solve a given problem and rank them by their success probability
Analyzes errors of the model and design strategies to overcome errors
Develop logging, alerting, and mitigation strategies for handling model errors
Development of AI/ML models to distinguish relevant content or events and recognize patterns
Designs and develops AI/ML models to predict member outcomes or future impact of key member decisions
Evaluate and design experiments to monitor key model metrics and identify improvement opportunities
Participate in presentations and communicate results of research analysis and findings to non-technical business partners
Produces fairness review for each developed model, to ensure model is free of bias
Set up continuous integration/continuous deployment (CI/CD) pipelines used for model automation
Model deployment with containers such as Kubernetes and/or Docker
Produce clean & readable code that has been properly unit tested and optimized for performance
Completes proper deployment integration testing to ensure seamless deployment
Maintains and supports AI/ML patterns by reviewing and solving issues and running ML/AI models
Assists in leading team-wide initiatives that help develop templates and define best practices to improve model building and deployment workflow (ex. Model drift detection)
Performs other duties as assigned
Complies with all policies and standards
Education/Experience:
A Bachelor's degree in a quantitative or business field (e.g., statistics, mathematics, engineering, computer science) and Requires 4 - 6 years of related experience.
Or equivalent experience acquired through accomplishments of applicable knowledge, duties, scope and skill reflective of the level of this position.
4+ years Intermediate knowledge & experience with SQL required.
4+ years Experience in developing Maching Learning/AI/Predictive models in R or Python required.
4+ years Intermediate knowledge of Git required.
Experience using Databricks Platform .
Technical Skills:
One or more of the following skills are desired.
Experience with SQL (Programming Language)
Experience with Machine Learning; Machine Learning Algorithms; Statistics
Knowledge of Python (Programming Language); R (Programming Language)
Experience with Continuous Integration; Software Engineering
Pay Range: $102,900.00 - $190,500.00 per year
Centene offers a comprehensive benefits package including: competitive pay, health insurance, 401K and stock purchase plans, tuition reimbursement, paid time off plus holidays, and a flexible approach to work with remote, hybrid, field or office work schedules. Actual pay will be adjusted based on an individual's skills, experience, education, and other job-related factors permitted by law, including full-time or part-time status. Total compensation may also include additional forms of incentives. Benefits may be subject to program eligibility.
Centene is an equal opportunity employer that is committed to diversity, and values the ways in which we are different. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, veteran status, or other characteristic protected by applicable law.
Qualified applicants with arrest or conviction records will be considered in accordance with the LA County Ordinance and the California Fair Chance Act
Sprachkenntnisse
- English
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