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Staff Machine Learning Engineer
SuperDialMachine Learning Engineer fine-tuning open-source LLMs for healthcare workflows at SuperDial. Collaborating across teams to improve AI systems for revenue cycle management.
Posted 5/8/2026full-timeBurlingame • California • 🇺🇸 United StatesLead💰 $225,000 - $325,000 per yearWebsite
Tech Stack
Tools & technologiesPythonPyTorch
About the role
Key responsibilities & impact- Build, maintain, and improve supervised fine-tuning pipelines for open-source LLMs.
- Fine-tune models for healthcare administrative workflows involving multi-turn conversations, tool use, structured outputs, and task execution.
- Develop and refine training datasets from expert examples, workflow traces, synthetic data, user interactions, and model failure cases.
- Create evaluation frameworks to measure task completion, instruction following, factual grounding, tool-use accuracy, and regression quality.
- Analyze model failures and translate findings into improvements across data, training, prompting, retrieval, tooling, and product behavior.
- Collaborate with healthcare and RCM experts to learn workflows and convert domain knowledge into model behavior.
- Support production deployment, monitoring, and continuous model improvement.
Requirements
What you’ll need- Hands-on experience fine-tuning open-source LLMs using supervised fine-tuning (SFT) pipelines.
- Strong Python and PyTorch skills.
- Experience with LLM tooling such as Hugging Face Transformers, PEFT, TRL, Axolotl, DeepSpeed, FSDP, vLLM, or similar frameworks.
- Experience preparing, cleaning, labeling, and validating instruction-tuning datasets.
- Familiarity with agentic LLM systems, including tool calling, structured generation, retrieval, or workflow execution.
- Experience evaluating LLMs using offline benchmarks, human review, regression testing, or production feedback.
- Strong debugging skills and the ability to systematically improve model behavior.
Benefits
Comp & perks- Competitive compensation with equity upside
ATS Keywords
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Hard Skills & Tools
fine-tuningsupervised fine-tuningPythonPyTorchHugging Face TransformersPEFTTRLAxolotlDeepSpeedFSDP
Soft Skills
debuggingcollaborationsystematic improvement