MLOps and Generative AI Engineer

3 weeks ago

Irving, United States Mortgage Assets Management Full time
Summary
We are looking for a seasoned Senior Python Developer with a strong background in MLOps and AI systems to maintain and enhance our newly established MLOps platform, SQL Query Agent, and Oracle Chatbot. The ideal candidate will have extensive experience in Python programming, machine learning operations, and AI model development and deployment.

Job Description

ey Responsibilities:
- Oversee the maintenance and iterative improvement of the SQL Query Agent and Oracle Chatbot, including debugging, updating, and optimizing the codebase.
- Use prompt engineering to improve the performance of LLMs.
- Monitor system performance, respond to incidents, and implement fixes and enhancements.
- Maintain and enhance the MLOps platform (Azure) to ensure its reliability, scalability, and efficiency.
- Manage the integration of AI models into the MLOps platform, ensuring seamless model versioning, deployment, and monitoring.
- Develop and maintain Docker container images for the applications, ensuring they are optimized for deployment.
- Participate in User Acceptance Testing (UAT) to collect feedback and refine the applications according to user needs.
- Provide training and support to internal teams on the effective use and administration of the MLOps platform, SQL Query Agent, and Oracle Chatbot.
- Ensure compliance with information security standards.
- Document all maintenance activities and updates in a clear and comprehensive manner.

Additional Job Description

Required Skills and Qualifications:
- Bachelor's or Master's degree in Computer Science, Engineering, or a related technical field.
- At least 5 years of professional experience in Python development, with a focus on AI and machine learning applications.
- Solid understanding of MLOps principles and experience with MLOps tools and platforms.
- Experience with LLM frameworks (e.g. OpenAI Python library, Langchain)
- Proficiency in SQL and experience with database management.
- Strong experience with Docker and container orchestration tools.
- Familiarity with CI/CD pipelines and version control systems, such as Git.
- Experience with Azure
- Excellent problem-solving abilities and attention to detail.
- Strong communication skills and the ability to work collaboratively with cross-functional teams.

Desirable Skills:
- Experience with Azure ML and PromptFlow
- Knowledge of NLP and experience with text-to-SQL technologies.
- Experience in developing and maintaining chatbots or similar conversational agents.

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