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Optimization Engineer with Math skills, industrial engineering, someone who has experience in Cplex.

Starkflow , Bengaluru · starkflow.co · Full-time employment · Mobile (iPhone, Android, other)

The Day-to-Day 

  • Work with transportation industry specialists to take the AI predictions output and convert them to an actionable AI
  • Build automated solutions for NP hard combinatorial optimization and dynamic constraint optimization business problems
  • Integrate 2 diverse concepts - software engineering-based reinforcement learning and machine learning based metaheuristics algorithms in the context of game theory
  • Develop move generation and search space reduction through composite layer of algorithms from integer programming, dynamic programming, differential evolution etc
  • Work together with domain specialists and the solution-lead to understand the problem
  • Develop automated solutions for combinatorial optimization problem such as operations research, constraint optimization, or rule models for identified business problems
  • Deliver solutions according to the requirements and identified constraints
  • Mentor junior optimization team members and share knowledge
  • Develop ways to organize and process data in an efficient manner in the context of the problems being solved
  • Work together with software engineers, data scientists and DevOps to help to deliver comprehensive AI Solution

Your Background 

  • Education: Masters Degree in Computer Science, Mathematics, or Computational Physics
  • Experience:
    • 5+ years experience in Combinatorial optimization, Operations Research & Management, Dynamic Programming, Constraint Programming or related field 
    • 4+ years experience in operations research in the context of warehouse organization, logistics, supply chain, container terminal
  • Advanced level knowledge of the following areas:
    • Combinatorial optimization of large Search Space Optimization algorithms using simple to complex multiple level optimization such as Tabu, Simulated Annealing, Ant-Colony, shortest path
    • Applied statistics, constraint programming, mixed and integer programming, relational databases and building processes using SQL
    • Data processing development in Java, Scala, or Kotlin
    • Search Space Reduction Techniques 
    • Programming in the context of optimization, or numerical processing
    • Skilled in at least one scripting language (Python, R, Julia etc.), or similar language in the context of machine learning, numerical processing, optimization, or simulation
  • Preferred:  Research experience

 

 

Your Key Attributes

  • Ability to balance machine generated output within business boundary conditions
  • Effective in delivering and integrating your solutions into real-time business problems
  • Thrive in a collaborative culture and know the best solutions are arrived to by diversity of thought and perspective 
  • Charismatic personality with a self-motivated attitude ready to tackle challenges that come your way
  • Have a constant passion for learning and natural curiosity
  • Analytical thinking skills with the ability to problem solve and have a high standard for accuracy and integrity
  • Work well under pressure, with the ability to shift quickly and keep moving forward in a fast-moving environment

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