Data Scientist Nair Systems LLC

Nair Systems is currently looking for Data Scientist for our Qatar operations with the following terms & conditions.

Core Responsibilities:

• Design, build, and optimize predictive models and machine learning algorithms using structured and semi-structured data.

• Perform data pre-processing, feature engineering, and model selection independently.

• Build and maintain automated model pipelines including training, validation, scoring and monitoring.

• Implement model drift detection, retraining logic, and performance diagnostics.

• Conduct code-based model explainability (e.g. SHAP, LIME), support documentation for governance review.

Expertise Required

• Advanced proficiency in Python (Pandas, NumPy, Scikit-leam, XGBoost, LightGBM)

• Strong command of SQL arid handling large datasets (via warehouse or lake)

• Experience deploying models using MLflow, Airflow, Docker, or similar tools

• Familiarity with model performance metrics (ROC AUC, F1, lift/gain, etc.)

• Hands-on in training and evaluating models for binary classification, multi-class, regression, or time series

• Exposure to deep learning (PyTorch or TensorFlow) for advanced use cases

• Working knowledge of embeddings, vector stores, or text-based models

• Git-based versioning and reproducible ML workflow setup