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Сания Сабитова

@saniya-sabitova

Machine Learning Engineer | Data Scientist | NLP Engineer

Python
SQL
pandas

Aspiring ML Engineer with a mathematics background. Passionate about machine learning, NLP, predictive modeling, solving complex problems, and building AI solutions.

Astana

Career

Experience: 0 years

Machine Learning Engineer | Data Scientist | NLP Engineer

Skills

PythonSQLpandasNumPyData CleaningEDAFeature EngineeringClassificationRegressionDecision TreesRandom ForestXGBoostCatBoostModel EvaluationDescriptive StatisticsStatistical ModelingHypothesis TestingCorrelation AnalysisARIMASARIMA

Experience

Machine Learning / AI Intern

STIKER AI

Oct 2026 — Present

Analyzes CRM data and builds a CatBoost baseline to score sales deals, with attention to label definitions, feature leakage, and predictive signals.

• Analyze CRM data and business processes to build a machine learning solution for customer and sales-deal scoring. • Explore and preprocess CRM entities, deal-stage histories, customer records, and communication data. • Define target-labeling rules based on business semantics, deal outcomes, stage transitions, and observation horizons. • Design a leakage-aware feature engineering approach that uses only information available at each deal-stage observation. • Build and evaluate a CatBoost baseline for deal outcome prediction.

Education

Bachelor's Degree, Mathematical and Computational Sciences

Astana IT University

2023 — 2026