Cambia is looking to create a person-focused and economically sustainable health care system by applying expertise in advanced analytical tools such as generative AI, machine learning, deep learning, optimization, and statistical modeling to solve business problems in the healthcare payer domain.
Requirements
- Demonstrated knowledge of generative AI, machine learning and data science.
- Ability to use well-understood techniques and existing patterns to build, analyze, deploy, and maintain models.
- Strong python programming skills. Familiarity with standard data science packages.
- Familiarity with standard software development best practices. Strong SQL skills a plus.
- Understanding of standard algorithms and data structures (ex. search and sort) and their analysis.
- Classic ML algorithms (e.g, linear and logistic regression, decision and boosted trees, SVM, collaborative filtering, ranking)
- Familiarity with Gen AI frameworks and tools (e.g, Hugging Face and LangChain)
Responsibilities
- Researches, designs, develops, and implements data-driven models and algorithms using generative AI, machine learning, deep learning, statistical, and other statistical modeling techniques.
- Trains and tests models, and develops algorithms to solve business problems.
- Adheres to standard best-practices and establishes principled experimental frameworks for developing data-driven models.
- Develops models and performs experiments and analyses that are replicable by others.
- Uses open-source packages and managed services when appropriate to facilitate model development
- Identifies, measures, analyzes, and visualizes drivers to explain model performance (e.g, feature importance, interpretability, bias and error analysis), both offline (in the development phase) and online (in production).
- Uses appropriate metrics and quantified outcomes to drive AI model and algorithm improvements.
Other
- Bachelor’s degree (masters or PhD preferred) in a strongly quantitative field such as Computer Science, Statistics, Applied Mathematics, Physics, Operations Research, Bioinformatics, or Econometrics
- 0-3 years of related work experience
- Equivalent combination of education and experience
- Effective in time and task management.
- Able to develop productive working relationships with colleagues and business partners.
- Strong interest in the healthcare industry.
