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Разработчик систем искусственного интеллекта / ML engineer

FrontPoint LLC · Сасык-Булак улица

🇬🇧 English
Python pandas numpy scikit-learn SQL SARIMA ETS Prophet XGBoost LightGBM Walk-Forward Validation MAE RMSE MAPE sMAPE ACF/PACF ClickHouse PySpark Dask Docker Airflow Prefect

Job description

About the role

We are looking for a Machine Learning Engineer specialized in time‑series forecasting to work on a 3‑month contract project. The candidate will design, implement and maintain AI‑driven prediction systems using Python and modern ML libraries.

Key responsibilities

  • Develop and fine‑tune classical time‑series models (SARIMA, ETS, Prophet).
  • Build gradient‑boosting solutions (XGBoost, LightGBM) with engineered lag and seasonal features.
  • Design, train and evaluate deep learning models, including CNNs and transformer architectures.
  • Implement walk‑forward validation and monitor custom business metrics (MAE, RMSE, MAPE, sMAPE).
  • Detect and handle anomalies, missing values, data leakage and data drift.
  • Process large datasets using ClickHouse, PySpark or Dask.
  • Document experiments in reproducible Jupyter notebooks and versioned scripts.
  • Package models with Docker and orchestrate pipelines with Airflow or Prefect.
  • Participate in code testing and produce accompanying documentation.

Required profile

  • Strong Python programming skills (pandas, numpy, scikit‑learn).
  • Proficient SQL knowledge, including window functions, joins and aggregations.
  • Hands‑on experience with time‑series forecasting methods and gradient‑boosting frameworks.
  • Familiarity with convolutional networks and transformer models.
  • Solid understanding of validation techniques for temporal data and relevant statistical tests.
  • Experience with big‑data tools and cloud‑native deployment.

Required skills

  • Python
  • pandas
  • numpy
  • scikit‑learn
  • SQL
  • SARIMA
  • ETS (Exponential Smoothing)
  • Prophet
  • XGBoost
  • LightGBM
  • Convolutional Neural Networks
  • Transformers
  • Walk‑Forward Validation
  • MAE, RMSE, MAPE, sMAPE
  • ACF/PACF analysis
  • Dickey‑Fuller test
  • ClickHouse
  • PySpark
  • Dask
  • Jupyter Notebook
  • Docker
  • Airflow
  • Prefect

What we offer

  • 3‑month contract (contract‑based employment).
  • Stable remuneration, amount discussed after interview.

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Published 1 ай мурун

Expires 3 апта ичинде

27 views · 0 interested

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FrontPoint LLC

Сасык-Булак улица