Разработчик систем искусственного интеллекта / ML engineer
FrontPoint LLC · Сасык-Булак улица
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
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FrontPoint LLC
Сасык-Булак улица
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