Georgian Data Solutions

AI & ML Developer

Не указана
  • Батуми
  • От 3 до 6 лет
  • Python
  • Numpy
  • sklearn
  • LightGBM
  • CatBoost
  • SQL
  • FastAPI
  • MLflow
  • Docker
  • CI/CD
  • DWH
  • ETL
  • pandas
  • RabbitMQ
  • ML
  • AI
  • MS SQL
  • Apache Airflow
  • SQLMesh
  • Prometheus
  • Grafana
  • ELK
  • Datadog
  • Английский — B1 — Средний
Responsibilities:
  • Build and develop a deep AI system: from data and feature engineering to models, online scoring, and monitoring.

  • Design anti-fraud features: behavioral, graph-based, temporal, aggregates, velocity checks.

  • Write and optimize SQL for data marts, aggregations, and incremental pipelines.

  • Develop models: rules → ML → ensembles (GBDT, logistic regression, outlier detection, calibration).

  • Implement decision engine (approve / review / reject) with full auditability of decisions.

  • Work with event streams and queues (RabbitMQ), ensuring idempotency and reliability.

  • Monitor data quality and model performance (PR-AUC, ROC-AUC, recall, latency, drift).

  • Perform regular retraining, backtesting, A/B testing, and model improvements.

We expect from you:
  • 4+ years of experience.

  • Strong Python (pandas, numpy, sklearn; preferably LightGBM/CatBoost).

  • Solid SQL skills: window functions, query optimization, incremental processing.

  • Understanding of anti-fraud patterns: velocity checks, user/device graphs, anomaly detection, rules + ML approach.

  • Experience with production systems: APIs/microservices (FastAPI), queues, logging, monitoring.

  • Hands-on experience with imbalanced datasets and threshold tuning based on business cost.

  • Understanding of model and business metrics (ROC-AUC, PR-AUC, precision/recall, cost-based metrics).

  • Nice to have: MLOps experience (MLflow, Docker, CI/CD), feature pipelines, DWH/ETL tools.

We offer:

  • Remote work all across Georgia or office/hybrid format in Batumi.

  • Salary relevant to your qualifications in the market.

  • Opportunity for professional training and development: corporate training programs and much more.

  • Democratic management style and a friendly team.

    Join us and become part of our team!