- Reducing our members' claim costs using both supervised and unsupervised approaches.
- Speeding up prior authorizations and appeals using NLP to understand clinical notes.
- Personalizing member engagement to promote the health and well-being of our members.
- Driving health equity across Cambia initiatives.
- And much more
- Academic degree in Computer Science, Engineering, or a related field.
- Minimum of 7 years of experience in ML model deployment in cloud-based production environments.
- Experience with ML platforms and ML Ops : Demonstrated experience in assessing and improving ML platforms, identifying gaps, and architecting solutions to address them. Strong familiarity with ML platform components such as data ingestion, preprocessing, feature stores, model training, deployment, and monitoring. Experience in working on ETL, API and infrastructure work.
- Cloud compute : Familiarity with Cloud Platforms(AWS, GCP,etc.)and relevant Services (EC2, EKS, ECR, etc.)
- Software development skills : Solid understanding of software engineering principles, data structures, and algorithms. Proficient in Python and/or other programming languages commonly used in ML development.
- Data preprocessing :Proficient in SQL and/or python data-processing libraries such as pandas, NumPy, etc.
- Collaborative mindset : Ability to work effectively with cross-functional teams to drive alignment and deliver high-quality solutions. Strong communication and collaboration skills are essential.
- Continuous learning : Passion for staying up-to-date with the latest advancements in machine learning and data engineering. Proactive in learning new tools, techniques, and frameworks to drive innovation and improve the ML platform.
- Healthcare knowledge : Previous experience is beneficial but not required.
- ML platform and ML Ops : Identify areas that require improvements or additional functionalities and use your expertise in machine learning and software engineering to architect and develop solutions that fill gaps in our ML platform and development ecosystem. Analyze system performance, scalability, and reliability to pinpoint opportunities for enhancement. Develop tools and solutions thathelp the team build, deploy, and monitorAI/ML solutions efficiently.
- System scalability and reliability : Optimizethe scalability, performance, and reliability and AI Team solutions by implementing best practices and leveraging industry-standard technologies. Collaborate with infrastructureteams to ensure smooth integration and deployment of ML solutions. Design scalable and efficient systems that leverage the power of machine learning for enhanced performance and capabilities.
- Data processing and workflow pipelines : Streamline data ingestion, preprocessing, feature engineering, and model training workflows to improve efficiency and reduce latency. Work with data engineering and data platform teams to design and implement robust data pipelines that support the AI team's needs.
- Model deployment and monitoring : Evaluate and optimize model prototypes for real-world performance. Work with infrastructure and development teams to integrate ML models into production systems. Work closely with partner teams to communicate and understand technical requirements and challenges.
- ML Model Maintenance and Production Support: Maintain the deployed models within AI team, and address/support any model update/improvement, security upgrades, and engineering bug fixes
- Work primarily performed in a hybrid environment consisting of in-office and working from home.
- Travel may be required, locally or out of state.
- medical, dental, and vision coverage for employees and their eligible family members
- annual employer contribution to a health savings account ($1,200 or $2,500 depending on medical coverage, prorated based on hire date)
- paid time off varying by role and tenure in addition to 10 company holidays
- up to a 6% company match on employee 401k contributions, with a potential discretionary contribution based on company performance (no vesting period)
- up to 12 weeks of paid parental time off (eligible day one of employment if within first 12 months following birth or adoption)
- one-time furniture and equipment allowance for employees working from home
- up to $225 in Amazon gift cards for participating in various well-being activities. for a complete list see our page.
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Senior ML Ops Engineer - Oregon, United States - Cambia Health Solutions
Description
Senior ML Ops Engineer
Flexible within OR, WA, ID or UT
Cambia Health Solutions is working to create a seamless and frictionless healthcare experience for consumers nationwide. This presents a unique challenge and opportunity for innovative solutions that serve patients and providers and influence the healthcare system.Cambia's AI team builds, prototypes, and deploys data-driven models and algorithms to production systems, delivering more equitable, effective, and affordable health care to our members.
We are seeking a highly-skilled and experienced Senior Machine Learning Infrastructure Engineer to join us and help advance our current and future deployment pipeline of machine learning, deep learning, and NLP modelsto deliver better health care solutions. We contribute broadly across Cambia, working on a wide range of challenging problems, for instance:
As a Senior ML Engineer on our team, you will play a crucial role in identifying gaps in our existing ML platform and architecting and building solutions to address those gaps. You will also collaborate with the AI team's ML Scientists andour partner data engineering, software development, and platform teams to bring ML models to production and maintain their health and integrity while in production. Your expertise in machine learning, coupled with a strong background in software development, will be instrumental in driving the success of Cambia'sAI/ML initiatives.
Qualifications and Requirements
Responsibilities:
Work Environment
The expected hiring range for a Sr ML Ops Engineer is $109,700 - $148,400 depending on skills, experience, education, and training; relevant licensure / certifications; performance history; and work location. The bonus target for this position is 15% . The current full salary range for this role is $103,000 - $168,000
Base pay is just part of the compensation package at Cambia that is supplemented with an exceptional 401(k) match, bonus opportunity and other benefits. In keeping with our Cause and vision, we offer comprehensive well-being programs and benefits, which we periodically update to stay current. Some highlights:
We are an Equal Opportunity and Affirmative Action employer dedicated to workforce diversity and a drug and tobacco-free workplace. All qualified applicants will receive consideration for employment without regard to race, color, national origin, religion, age, sex, sexual orientation, gender identity, disability, protected veteran status or any other status protected by law. A background check is required.
If you need accommodation for any part of the application process because of a medical condition or disability, please email . Information about how Cambia Health Solutions collects, uses, and discloses information is available in our . As a health care company, we are committed to the health of our communities and employees during the COVID-19 pandemic. Please review the policy on our site.
