Availity
Where healthcare connects. Now Hiring!
Machine Learning Engineer
Location
Florida
Posted
2 days ago
Salary
$108.6K - $135K / year
Postgraduate Degree3 yrs expEnglishAWSCloudDjangoDockerFlaskPy SparkPy TorchScikit Learn
Job Description
• Support our goal of connecting providers, payers, and patients to the Internet of Healthcare
• Use Natural Language Processing and Artificial Intelligence/Machine Learning toolkits to build solutions
• Develop machine learning architectures to make Availity better at determining prior authorization
• Design experiments to test architectures and deploy selected models as service endpoints
• Monitor models in production and update models to improve performance
• Automate processes where possible
• Understand and maintain data pipelines from raw sources to feature stores for models
• Communicate within the team on project status and blockers
Job Requirements
- Master’s degree in Data Science, Data Analytics, Business Analytics and Information Systems or a directly related field
- 3 years of experience as a data scientist, machine learning engineer or related occupation
- 2 years of experience with designing and deploying end-to-end regression and classification models on AWS SageMaker
- 2 years of experience with Databricks using scikit-learn and PySpark ML
- 2 years of experience with Natural Language Processing
- 2 years of experience with Hugging-Face with PyTorch to process unstructured text and generate dense embeddings for text understanding applications
- 2 years of experience with healthcare data standards, including EDI 835/837 and medical coding systems, including ICD-10, CPT, HCPCS, and SNOMED-CT, and secure handling of PHI and PII
- 1 year of experience with developing and deploying RESTful web APIs for ML model inference using FastAPI, Flask, and Django frameworks
- 1 year of experience with Docker containerization for scalable environments for machine learning models and cloud native deployment using Amazon ECS and EKS
- 1 year of experience writing queries using PySpark on Databricks to retrieve and process semi-structured data
Benefits
- Video participation is required for virtual meetings to enhance security and communication.