Senior Machine Learning Engineer - Pricing Intelligence - AMP
Core
Build and deploy production ML systems for pricing intelligence, demand forecasting, and revenue optimization in the hospitality industry.
Role type
Senior Machine Learning Engineer (Production)
Builds
Pricing engines, demand forecasting models, safe experimentation frameworks, and AI-powered revenue management tools.
Domain
Hospitality / Travel / Revenue Management
Deliverable
production ML models
Required skills
Python, SQL, probabilistic forecasting, elasticity estimation, contextual bandits, reinforcement learning, time-series analysis, production ML deployment, system debugging, data pipeline management, cloud infrastructure, API design
Preferred skills
Causal inference, hierarchical Bayesian modeling, LLM applications, multi-tenant SaaS architecture, event-driven systems
Technologies
Python, FastAPI, Pydantic, SQLAlchemy, PostgreSQL, Redis, Pandas, Polars, NumPy, OpenAI, LangChain, AWS ECS/Fargate, Docker, GitHub Actions
Responsibilities
Design and implement probabilistic forecasting and optimization models for pricing; build simulation and shadow deployment systems for safe experimentation; debug production issues and trace root causes in data pipelines and models; maintain and improve data integration pipelines for competitor rates and occupancy; collaborate with revenue managers to translate business problems into measurable ML solutions.
Seniority
Senior, hands-on IC
