Machine Learning Engineer – AI Production Services
Pontis Technology · Zagreb
وصف الوظيفة
About the role
We are expanding our AI engineering team and seeking a Machine Learning Engineer to develop production AI features for a SaaS platform. The role involves building APIs, workers, pipelines, and intelligent recommendation systems using Python.
Key responsibilities
- Build production AI/ML services in Python, including APIs, workers, async pipelines, storage integrations, and service workflows.
- Apply classical machine‑learning, statistics and evaluation methods to ranking, recommendation, personalization and output‑quality measurement.
- Model product feedback loops using reinforcement‑learning concepts such as states, actions, rewards and policies.
- Develop intelligent navigation and recommendation systems from user interaction signals.
- Work with deep‑learning and open‑source models, including embeddings, rerankers, classifiers and fine‑tuned models.
- Design and implement agentic workflows for document generation, template editing, memory retrieval and multi‑step execution.
- Ensure code quality through testing, logging, maintainability and deployment readiness, and contribute to a secure multi‑tenant AI/ML architecture.
Required profile
- 1–3 years of experience in backend, software, data, ML or AI engineering.
- Strong hands‑on Python development with solid software‑engineering habits.
- Experience building backend services, APIs, workers or production data/ML pipelines.
- Familiarity with databases, queues, object storage, Docker, async processing and basic cloud infrastructure (preferably Azure).
- Solid understanding of classical ML techniques, probability, statistics, linear algebra and optimization.
- Knowledge of reinforcement‑learning fundamentals.
Required skills
- Python
- Pandas, NumPy, scikit‑learn
- Azure (or similar cloud platform)
- Docker
- APIs, databases, message queues, object storage
- Async processing
- Reinforcement learning concepts
- Deep‑learning frameworks and open‑source models (embeddings, LLMs)
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Pontis Technology
Zagreb