Responsibilities
- Design and implement advanced optimization algorithms for deployment in real-time systems within TracOS.
- Develop and apply methods such as linear programming, simplex, branch and bound, gradient descent, and other optimization techniques.
- Work closely with engineering and data teams to integrate optimization models into production, ensuring smooth operation and high reliability.
- Monitor algorithm performance continuously and adjust models to enhance effectiveness and accuracy.
- Collaborate with product teams to identify client needs and customize optimization solutions accordingly.
- Document optimization processes and models, providing guidelines and insights for future improvements and scaling.
Requirements
- Proven experience implementing optimization algorithms in production settings, with a preference for industrial or asset management applications.
- Strong expertise in linear programming, including the application of simplex and other optimization methods.
- Solid knowledge of gradient descent, branch and bound, and other algorithmic optimization techniques.
- Proficiency in Python, with hands-on experience in libraries such as SciPy, NumPy, or similar tools for optimization.
- Familiarity with maintenance planning processes and predictive maintenance principles is highly desirable.
- Strong analytical skills, attention to detail, and an ability to work both independently and collaboratively in a fast-paced environment.
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