2 дня назад
Manager, Machine Learning Engineering (ML/AI Operations)
219 000 - 329 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Manager, Machine Learning Engineering (ML/AI Operations): Leading the infrastructure, pipelines, and operational practices that keep production machine learning and AI systems reliable, scalable, and safe with an accent on model serving, observability, CI/CD, and team leadership. Focus on building ML operations processes, designing scalable inference and monitoring systems, and balancing generative AI innovation with safety, compliance, cost, and reliability.
Location: San Francisco Bay Area, United States; in-office requirement 3 days per week
Annual salary: $219,000–$329,000 USD, plus equity and benefits.
Company
is a community and fundraising platform that helps individuals and nonprofits ask for and provide support.
What you will do
- Own the reliability, scalability, and operational health of production ML and AI systems, including training pipelines, feature stores, model serving, and observability infrastructure.
- Lead, hire, and develop ML/AI operations engineers while setting technical direction through architecture decisions, design reviews, and shared engineering practices.
- Partner with data science and ML engineering teams to improve model deployment through CI/CD, packaging, versioning, rollback, canary, and shadow-release strategies.
- Establish standards for model monitoring, automated retraining, incident response, SLOs, SLAs, on-call operations, and postmortems.
- Define the operational strategy for generative AI systems while balancing safety, compliance, cost, innovation speed, and reliability.
- Manage cloud ML platform and LLM provider relationships, make build-versus-buy decisions, and report reliability and operational risk to engineering leadership.
Requirements
- 7+ years of hands-on experience building and shipping production machine learning systems, including backend services and ML pipelines in high-availability environments.
- 1–3+ years of direct engineering management experience, preferably in MLOps, ML platforms, or infrastructure, with experience hiring and developing teams.
- Strong proficiency in Python and ML frameworks such as PyTorch, TensorFlow, and Scikit-learn, plus software engineering fundamentals including testing, code review, CI/CD, API design, performance, and reliability.
- Experience operating real-time model serving at scale, including containerization, scalable inference, feature retrieval, and safe rollout strategies.
- Strong data engineering experience with SQL, Spark/Databricks, Snowflake or similar warehouse technologies, including data quality controls and feature development.
- Experience with ML monitoring for technical and business metrics such as drift, calibration, segment performance, latency, and error budgets.
Nice to have
- Experience with generative AI and LLM infrastructure, including latency, cost, and safety guardrails.
- Master’s or Ph.D. in Computer Science, Statistics, Data Science, or a related technical field.
Culture & Benefits
- Mission-driven work supporting individuals and nonprofits.
- Competitive pay with equity, healthcare, dental, vision, life insurance, and a 401(k) savings program.
- Hybrid-work financial assistance, flexible time off, generous parental leave, and mental health and wellness resources.
- Learning, development, recognition, volunteering, diversity, equity, and inclusion programs.
- Collaborative environment guided by values including purpose, trust, excellence, and practical problem-solving.
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