AI Engineer (Production ML Systems)

fair sky partners • Poland
Remote
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AI Summary

Fair Sky Partners is seeking an AI Engineer to build production ML systems, design and deploy machine learning models, and work with real behavioral and financial data.

Key Highlights
Design and deploy machine learning models end to end
Work with real behavioral and financial data
Apply NLP for segmentation, automation, and internal tools
Key Responsibilities
Design and deploy machine learning models end to end
Work with real behavioral and financial data
Apply NLP for segmentation, automation, and internal tools
Technical Skills Required
Machine Learning Neural Networks Pattern Recognition NLP Production-Level Code
Benefits & Perks
Direct impact on revenue and core business metrics
Ownership over AI direction inside the company
Fast iteration, no corporate layers
Nice to Have
Experience in iGaming or similar high-scale consumer products
Understanding of performance marketing and funnels

Job Description


AI Engineer (Full-time, Remote)

About Fair Sky Partners

We build and scale online casino products with a focus on clarity, speed, and real user behavior.

No inflated promises, no unnecessary complexity.

We operate where product, marketing, and data meet. Decisions are fast. Impact is measurable.

AI is becoming a core layer of how we operate.

Role

This is a full-time remote role for an AI Engineer focused on building real systems, not experiments.

Your work will directly influence:

  • player acquisition efficiency
  • LTV and retention
  • bonus optimisation and fraud detection
  • personalization across web and mobile
  • internal automation and analytics
  • company operations

Team

You’ll work in a small, high-context team:

  • Head of Business Development
  • UX/UI Designer
  • You

You are not an executor.

You are part of the system design. Your experience is expected to shape decisions, challenge ideas, and define how AI is applied across the business.

What you’ll do

  • Design and deploy machine learning models end to end
  • Work with real behavioral and financial data
  • Build pipelines for training, validation, and inference
  • Apply NLP for segmentation, automation, and internal tools
  • Integrate AI directly into product and marketing flows
  • Translate business problems into technical solutions

What matters

  • Strong computer science fundamentals
  • Experience building production ML systems
  • Understanding of neural networks and pattern recognition
  • Ability to write clean, production-level code
  • Practical experience with NLP
  • Comfortable working remotely and independently

Nice to have:

  • Experience in iGaming or similar high-scale consumer products
  • Understanding of performance marketing and funnels

What will fail

  • Building models without business impact
  • Optimising for metrics that don’t translate to revenue
  • Waiting for perfect data instead of working with constraints

What you get

  • Direct impact on revenue and core business metrics
  • Ownership over AI direction inside the company
  • Fast iteration, no corporate layers
  • Fully remote environment

Fit

This role works if:

  • you think in systems, not tasks
  • you’re comfortable making decisions with incomplete data
  • you care about outcomes, not just models

This role does not fit if you’re looking for a research-only environment.


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