Machine Learning Engineer
2 weeks ago
Job Title: Machine Learning Engineer
Location: Bangalore
Experience: 8–10 years
Immediate joiners only
Job Summary:
We are looking for a skilled Machine Learning Engineer with hands-on experience in solving constrained price optimization problems using Python-based mathematical optimization libraries. The ideal candidate will have a strong background in applied mathematics, operations research, and machine learning, with the ability to build and deploy scalable pricing models that align with business objectives and constraints.
Key Responsibilities:
- Design, implement, and optimize price optimization models under constraints using libraries such as SciPy (e.g., minimize()), Pyomo, or CVXOPT.
- Translate business pricing problems into formal mathematical optimization models.
- Work closely with product, data, and business teams to define pricing objectives and constraints.
- Analyze optimization outputs and present actionable insights to stakeholders.
- Ensure models are scalable, interpretable, and integrate smoothly with production pipelines.
- Monitor and refine deployed models to adapt to changing business dynamics.
Mandatory Skills:
- Strong experience with constrained optimization problems, particularly in price optimization.
- Proficiency in Python and libraries such as:
- SciPy
- Pyomo
- CVXOPT
- Solid understanding of linear, non-linear, and integer programming techniques.
- Experience working with real-world datasets and implementing production-ready models.
- Good knowledge of numerical methods and convex optimization.
Preferred Qualifications:
- Background in Operations Research, Applied Mathematics, Data Science, or related fields.
- Experience in deploying models using tools like Docker, FastAPI, or cloud services (AWS/GCP/Azure).
- Familiarity with pricing strategies in domains like retail, e-commerce, or transportation.
- Strong problem-solving skills and ability to communicate technical solutions to non-technical teams.
Education:
- Bachelor's or Master's degree in Computer Science or a related field.
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