Senior Data Scientist (ML and Fraud Detection)

New
S
ScaloFraud detection
Country code: PL; tryb realizacji usług: 100% zdalnieFull-TimeSenior
Salary150 - 180 PLN per hour
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Job Details

Languages
Język angielski na poziomie C1 (codzienna komunikacja)
Required Skills
AWSPythonSQLData sciencescikit-learn

Requirements

  • Have experience as a Data Scientist on Machine Learning projects.
  • Demonstrate strong Exploratory Data Analysis skills and the ability to draw conclusions from large, complex, unstructured datasets.
  • Have practical feature engineering experience, particularly where predictive signals are difficult to identify.
  • Have experience with highly imbalanced datasets and missing or degraded data.
  • Have experience in fraud detection.
  • Know tree-based algorithms well, particularly XGBoost.
  • Have strong Python and Data Science library skills.
  • Be able to independently define, conduct, and analyze experiments.
  • Be able to translate requirements into concrete analytical actions.
  • Be able to present results using data visualizations and reporting.
  • Have strong documentation and knowledge-sharing skills.
  • Have experience with Machine Learning solutions in AWS environments.
  • Have English proficiency at C1 level for daily communication.

Responsibilities

  • Develop and improve fraud detection models for the aviation industry.
  • Analyze large, complex, imperfect datasets to identify patterns, anomalies, and opportunities to improve model performance.
  • Design, run, and evaluate experiments to validate hypotheses and improve model quality.
  • Engineer features to increase the predictive value of available data.
  • Build, evaluate, and optimize machine learning models, particularly decision-tree-based algorithms such as XGBoost.
  • Work with highly imbalanced datasets, missing data, and degraded features.
  • Use Python, SQL, AWS, Amazon SageMaker, XGBoost, Scikit-Learn, Pandas, and NumPy.
  • Document analyses, experiments, methodologies, and recommendations, including work in notebooks and reproducible results.
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150 - 180 PLN per hour
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