Senior Machine Learning Engineer - Pricing Intelligence - AMP
Valsoft Corporation22 hours ago
Beirut, LebanonSenior
Responsibilities
- Advance pricing intelligence using probabilistic forecasting, elasticity estimation, contextual bandits, reinforcement learning, and other optimization methods.
- Improve booking-curve and final-occupancy demand forecasts, including uncertainty estimates for safer pricing decisions.
- Build historical replay, simulation, backtesting, shadow deployment, and controlled rollout capabilities.
- Turn machine-learning models into reliable, tested, observable Python services and own deployment, monitoring, and rollback.
- Debug pricing, data, integration, and production issues, investigate customer-reported problems, and identify root causes.
- Strengthen reservation, occupancy, competitor-rate, PMS, and event-data pipelines and contribute to AI-powered explanations and revenue-manager tools.
- Improve systems after incidents through better tests, monitoring, documentation, safeguards, or architecture.
Requirements
- Experience taking machine-learning systems from problem definition through production deployment and monitoring.
- Strong Python and SQL skills, including modular, typed, tested production software development beyond exploratory notebooks.
- Solid foundation in statistics, experimentation, forecasting, and model evaluation.
- Experience working with time-dependent, noisy, incomplete, or imperfect real-world data.
- Proven ability to debug production systems involving data pipelines, APIs, asynchronous jobs, integrations, and model behavior.
- Experience investigating customer-reported issues, finding root causes, and communicating findings to technical and non-technical stakeholders.
- Comfort with APIs, relational databases, containers, cloud infrastructure, and CI/CD.
- Ability to balance model sophistication with reliability, explainability, and business value and to drive ambiguous problems through completion.
- Preferred experience includes contextual bandits, reinforcement learning, recommendation systems, probabilistic forecasting, hierarchical Bayesian modeling, pricing, revenue management, causal inference, off-policy evaluation, model monitoring, event-driven architectures, distributed systems, third-party integrations, LLM applications, or agentic workflows.
Benefits
- Full-time hybrid role based in Beirut, Lebanon.
- Hospitality experience is welcome but not required, with support to learn the domain.
Tech Stack
Categories
About Valsoft Corporation
Valsoft Corporation acquires and operates vertical market software companies, using a buy‑and‑hold model to support industry‑specific products and services. Revenue comes through its portfolio’s subscriptions, licenses, and maintenance, with businesses spanning sectors including logistics, restaurants, and financial services. The company is privately held and headquartered in Saint‑Laurent (Montreal), Quebec, with a global footprint of acquired software operators.