Applied AI Researcher: Build Production-Grade ML Systems

Innovaccer Inc.; San Francisco (CA); Hybride; USD 150 000 - 210 000; Plein temps

Avantages offerts par ce poste

Generous PTO Benefits

Parental Leave

Rewards & Recognition

Insurance Benefits

Résumé du poste

Innovaccer Inc. is seeking an AI Researcher to join our growing AI team and build production-grade AI systems that tackle complex scale problems.

You will design, develop, and deploy AI-powered applications, including LLM-based solutions, AI agents, and RAG workflows. You will work across the full AI lifecycle from experimentation to deployment, collaborating with product, engineering, and data teams to deliver real-world impact.

Qualifications

• MS or PhD in Computer Science, Machine Learning, or a related quantitative field. Exceptional BS candidates with substantial research or open-source work will be considered.
• Depth beyond coursework: first-author publications at NeurIPS, ICML, ICLR, ACL, EMNLP, or similar; meaningful open-source ML contributions; a research internship at an AI lab; or models you trained and shipped that people actually used.
• You have fine-tuned an open-weight model yourself, understand the difference between parameter-efficient and full fine-tuning, and can explain why you chose one.
• Strong Python and PyTorch. Familiarity with the current training and serving stack (HuggingFace, FSDP or DeepSpeed, vLLM or SGLang, or equivalents).
• Some exposure to multi-GPU training, even at lab scale. You should know what a sharding strategy is and why it matters.
• Evidence you can finish things.

Responsabilités

• Take an idea from paper to prototype to production.
• You can build the model layer of a real product, selecting model sizes and composing models into a working system.
• You write real code in Python and PyTorch and understand why training runs slow.
• You design experiments with hypotheses and ablations, and report the results honestly.
• You measure results and build evaluation before modeling.
• You read current research and distinguish durable techniques from fleeting ones.
• You explain your work to clinicians and operators who will tell you when outputs are wrong.

Connaissances

Python

PyTorch

Research publications

Experiment design

Model deployment

Multi-GPU training

Formation

MS/PhD in CS/ML

BS candidates considered

Outils

HuggingFace

FSDP

DeepSpeed

vLLM

SGLang

Description du poste

Innovaccer Inc. is seeking an AI Researcher to join our growing AI team and build production-grade AI systems that tackle complex scale problems.

You will design, develop, and deploy AI-powered applications, including LLM-based solutions, AI agents, and RAG workflows. You will work across the full AI lifecycle from experimentation to deployment, collaborating with product, engineering, and data teams to deliver real-world impact.