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AI Engineer
2 months ago
Machine Learning Engineer/Scientist - Text to SQL Focus
At ALTEA Healthcare, we are dedicated to revolutionizing the delivery of outpatient and post-acute care. We are seeking a proficient Machine Learning Engineer/Scientist with expertise in Large Language Models (LLMs) and SQL to contribute to our innovative AI initiatives. In this pivotal role, you will be instrumental in the development and deployment of Generative AI applications aimed at improving the quality of care for patients in post-acute settings.
Key Responsibilities:
- Design and implement a system that translates natural language inquiries into structured SQL queries for effective database access.
- Leverage advanced language models to accurately interpret and convert user queries into SQL commands.
- Develop a user-friendly mechanism to summarize SQL table data for enhanced data insights.
- Support the creation of a scalable architecture capable of handling a high volume of queries efficiently.
- Enhance SQL query performance through optimization techniques.
- Establish evaluation metrics to assess system accuracy, fairness, and scalability.
- Document the architecture and design decisions to facilitate future system maintenance.
Qualifications:
- A Bachelor's or Master's degree in Computer Science, Machine Learning, or a related discipline.
- A minimum of 2 years of experience with Pytorch/TensorFlow, NLP libraries, and SQL query development.
- At least 3 years of involvement in Text-to-SQL projects.
- Knowledge of machine learning pipelines and query optimization methodologies.
- Experience with relational databases and cloud-based data warehousing solutions.
- Experience with Electronic Health Records (EHR) is preferred.
Employment Type: Full-time
Benefits Offered:
- 401(k) retirement plan
- Comprehensive Dental, Health, and Vision insurance