Junior Data Scientist
Mapping Metrics - AI Powered
Date: 5 days ago
City: Remote, Remote
Contract type: Full time
Remote
We're seeking a Junior Data Scientist to join our client's team and contribute to data-driven decision-making through optimization techniques and code development. This role requires a strong foundation in Python (particularly with Pyomo and Ipopt) and SQL, with an emphasis on optimization problem-solving. The ideal candidate will be analytical, technically skilled, and comfortable with coding in a production environment.
Key Responsibilities:
Optimization & Analysis: Apply optimization techniques to model objective functions, constraints, and feasibility in various scenarios.
Data Understanding: Analyze input and output data to diagnose issues, identify infeasibilities, and make data-driven recommendations.
Code Development: Enhance and maintain Python code, including adjustments to constraint bounds and refining optimization models.
Experimentation: Conduct small-scale experiments on constraint bounds to improve model accuracy and efficiency.
Production Environment Coding: Write efficient, scalable code for deployment in a production environment, ensuring robust performance.
Version Control: Use Git for version control to track changes, collaborate with team members, and manage code repositories.
Requirements:
Technical Skills:
Key Responsibilities:
Optimization & Analysis: Apply optimization techniques to model objective functions, constraints, and feasibility in various scenarios.
Data Understanding: Analyze input and output data to diagnose issues, identify infeasibilities, and make data-driven recommendations.
Code Development: Enhance and maintain Python code, including adjustments to constraint bounds and refining optimization models.
Experimentation: Conduct small-scale experiments on constraint bounds to improve model accuracy and efficiency.
Production Environment Coding: Write efficient, scalable code for deployment in a production environment, ensuring robust performance.
Version Control: Use Git for version control to track changes, collaborate with team members, and manage code repositories.
Requirements:
Technical Skills:
- Proficiency in Python, with experience using Pyomo and Ipopt for optimization tasks.
- Strong SQL skills for data querying, manipulation, and analysis.
- Understanding of optimization concepts such as objective functions, constraints, feasibility, and bounds.
- Prior experience working in a production environment, including deployment and maintenance of code.
- Familiarity with version control systems, specifically Git, for collaborative code management.
- Ability to make sense of complex data and identify root causes of infeasibility in optimization models.
- Strong problem-solving skills with attention to detail in interpreting and analyzing data inputs and outputs.
- Bachelor's degree in Computer Science, Data Science, Mathematics, Engineering, or a related field.
- Experience conducting experiments to enhance and improve optimization models.
- Familiarity with other libraries or tools related to optimization and data science.
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