Senior Python & Machine Learning Operations Engineer
Hummingbirds Innovations
N/A
Job Details
Contract
Full Job Description
Job Description
We are seeking a knowledgeable Senior Python/ML Operations Engineer with advanced Python and Flask, Large Language Models, Open API engineering, Containerization and Swaggerexpertise for a multi-year engagement to work with a foremost Healthcare IT Solutions Group in their Innovations Project Team.
Requirements
Prerequisites:
- Advanced Python programming for back-end development for Machine Learning Operations.
- Expertise with OpenAPI specs.
- Conversant with LLMs, specifically Llama 2 or Mistral.
- Required to productionize Large Language Model (LLM) based solutions.
- Capable of taking an open-source Large Language Model (LLM) and fine tuning it to reflect custom data and retrieve data from a Vector database.
- Will be required to design a RESTful API that interfaces with a Large Language Model (LLM) and can be used for user consumption.
- Write Helm charts and the web front end.
- Must be skilled in modularizing machine learning code.
- Will transform Data Scientists' models into scalable, maintainable systems.
- Integrate the APIs with MongoDB (Reddis, Vector, databases, embedding models).
- Should have expertise in deploying and managing containerized applications using Kubernetes.
- Ability to take an open-source hugging face model and productionalize it so that user can use it on custom data.
- Plan the builds with Swagger CodeGen, Editor and Inspector.
- Experience with Jupyter notebooks, Flask, FastAPI, and on premises Docker and Kubernetes.
- Angular and Node are also utilized in this environment.
- Document plan and steps for development.