Senior Data Scientist — Production ML & AI Models

Systems Limited; Lahore; On-site; PKR 2,500,000 - 4,000,000; Full time

Job summary

Systems Limited is seeking an experienced Data Scientist to build, evaluate, and productionize predictive and intelligent models across ML, DL, NLP, and CV. The role emphasizes production-ready solutions, statistical rigor, and translating insights into business outcomes.

You will own end-to-end model development, experiment tracking, and collaboration with ML engineers to deploy solutions in production. Strong communication is essential to align with stakeholders.

Qualifications

• 5+ years of applied Data Science experience with production model-shipping experience.
• Strong Python, SQL, and experience with scikit-learn, PyTorch/TensorFlow, MLflow, or Weights & Biases.
• Strong knowledge of hypothesis testing, confidence intervals, and causal inference.
• Familiarity with fairness/bias evaluation and explainability tools such as SHAP and LIME.
• Strong communication skills to explain technical concepts and model trade-offs to business stakeholders.

Responsibilities

• Own model development, experimentation, evaluation, and production readiness.
• Develop forecasting, optimization, recommendation, decision-science, and ML models.
• Perform feature engineering, EDA, and statistical analysis to identify meaningful patterns.
• Design rigorous model evaluation, validation, and testing frameworks.
• Validate model performance, fairness, and bias before go-live.
• Manage experiment tracking, datasets, and model reproducibility using tools such as MLflow/W&B.
• Present model results, trade-offs, and uncertainty to business stakeholders.
• Collaborate with ML Engineers and Architects to productionize models.
• Lead complex decision-intelligence engagements when required.
• Mentor junior Data Scientists and ML Engineers.

Skills

Statistical ML

Forecasting

Optimization

Deep Learning

NLP

Computer Vision

Python

SQL

Explainability

Communication

Tools

PyTorch

TensorFlow

scikit-learn

MLflow

Weights & Biases

SHAP

LIME

Job description

Systems Limited is seeking an experienced Data Scientist to build, evaluate, and productionize predictive and intelligent models across ML, DL, NLP, and CV. The role emphasizes production-ready solutions, statistical rigor, and translating insights into business outcomes.

You will own end-to-end model development, experiment tracking, and collaboration with ML engineers to deploy solutions in production. Strong communication is essential to align with stakeholders.