Senior AI/ML Engineering Architect (Open to Remote)
Summary
Senior architect building Finch AI's next-gen products: designing, fine-tuning, and deploying LLM/SLM, RAG, agentic AI, and NLP text-analytics systems end to end from prototype to production. Core stack is Python with PyTorch, Hugging Face, LangGraph, spaCy, and SQL/NoSQL/graph databases.
- Lead the evaluation, fine-tuning, and deployment of large language models (LLMs) and small language models (SLMs) in production applications.
- Build AI-enabled applications using agentic AI, retrieval-augmented generation (RAG), and prompt engineering.
- Design, develop, and evaluate machine learning models for text analytics — extraction, disambiguation, classification — including custom algorithm development where off-the-shelf approaches fall short.
- Carry solution designs from proof of concept and prototype through to shipped features in existing products.
- Partner with product teams and stakeholders in an Agile environment, communicating clearly with technical and non-technical audiences.
- Hands-on experience building and deploying LLM and SLM applications: agentic AI, RAG, prompt engineering, and fine-tuning.
- Production experience with NLP systems for classification, entity extraction, and information extraction, covering the full lifecycle — collecting and preparing training data, training supervised and unsupervised models, tuning hyperparameters, and analyzing model errors.
- Applied deep learning for NLP, plus strong working knowledge of Bayesian statistics, statistical analysis, and predictive modeling.
- Strong Python skills; a second language such as Java, Go, or C++ is a plus.
- Working familiarity with LangGraph, PyTorch, Hugging Face Transformers, spaCy, scikit-learn, NumPy, Pandas, and Jupyter.
- Experience with SQL, NoSQL, and graph databases.
- 5+ years of experience building commercial software products.
- MS or PhD in Computer Science or a related field, or equivalent practical experience (Bachelor's degree minimum).
- Experience in national security domains.
- Previous TS/SCI w/ Polygraph a plus.