Senior ML Specialist (Data Science) IRC268898

GlobalLogic

  • Киев
  • Постоянная работа
  • Полная занятость
  • 1 мес. назад
DescriptionThe Green Power Solution idea is in implementing the Service that will identify delays in trains travel along the routes, caused by Temporary Speed Restrictions (TSRs) and other mid- and long-term issues, and suggest preventive compensations of such delays – to keep trains in timetable without extra accelerations and thus without extra energy consumptions.RequirementsQualifications
– 5+ years of hands on experience with ML
  • -Optimisation Algorithms (solvers for nonlinear problems (with support for both local and global optimization algorithms), linear programming, constrained and nonlinear least-squares, root finding curve fitting, etc.), COT, RL/DRL
  • Strong background in classical machine learning and statistical modeling.
  • Deep understanding of optimization algorithms:
  • Solvers for nonlinear, constrained, and least-squares problems
  • Curve fitting, root finding, and related numerical methods
  • Experience with Reinforcement Learning / Deep RL frameworks.
  • Familiarity with COT (Causal Optimization Trees) or related decision-based optimization approaches is a strong plus.
  • Proficiency in Python (SciPy, NumPy, PyTorch/TensorFlow, scikit-learn, etc.); additional experience with C++ or Julia is a bonus.
  • MSc or PhD in Computer Science, Applied Mathematics, Engineering, or a related field.
  • As a plus
FastAPI,(Reddis, Postgres). Python, Docker (Cloud) * Experience with simulation-based optimizationBackground in operations research or mathematical modelingContributions to open-source optimization or ML librariesJob responsibilitiesWe are looking for a highly skilled Machine Learning Engineer with strong expertise in classical ML methods, mathematical optimization, and reinforcement learning (RL/DRL). This role is ideal for someone who enjoys working on challenging applied research and engineering tasks involving solvers, optimization techniques, and real-world problem modeling.Key Responsibilities
  • Design, implement, and optimize algorithms for:
  • Nonlinear optimization problems (both local and global solvers)
  • Linear programming
  • Constrained and nonlinear least-squares
  • Root finding and curve fitting
  • Develop and apply classical ML models as well as custom optimization-driven solutions.
  • Implement and experiment with Reinforcement Learning (including Deep RL) techniques.
  • Work on Causal Optimization Trees (COT) and decision-based optimization frameworks.
  • Collaborate with cross-functional teams (e.g., product, data engineering, domain experts) to integrate algorithms into production systems.
  • Document and communicate technical concepts clearly to technical and non-technical stakeholders.
#LI-TR2 #LI-RemoteWhat we offerCulture of caring. At GlobalLogic, we prioritize a culture of caring. Across every region and department, at every level, we consistently put people first. From day one, you'll experience an inclusive culture of acceptance and belonging, where you'll have the chance to build meaningful connections with collaborative teammates, supportive managers, and compassionate leaders.Learning and development. We are committed to your continuous learning and development. You'll learn and grow daily in an environment with many opportunities to try new things, sharpen your skills, and advance your career at GlobalLogic. With our Career Navigator tool as just one example, GlobalLogic offers a rich array of programs, training curricula, and hands-on opportunities to grow personally and professionally.Interesting & meaningful work. GlobalLogic is known for engineering impact for and with clients around the world. As part of our team, you'll have the chance to work on projects that matter. Each is a unique opportunity to engage your curiosity and creative problem-solving skills as you help clients reimagine what's possible and bring new solutions to market. In the process, you'll have the privilege of working on some of the most cutting-edge and impactful solutions shaping the world today.Balance and flexibility. We believe in the importance of balance and flexibility. With many functional career areas, roles, and work arrangements, you can explore ways of achieving the perfect balance between your work and life. Your life extends beyond the office, and we always do our best to help you integrate and balance the best of work and life, having fun along the way!High-trust organization. We are a high-trust organization where integrity is key. By joining GlobalLogic, you're placing your trust in a safe, reliable, and ethical global company. Integrity and trust are a cornerstone of our value proposition to our employees and clients. You will find truthfulness, candor, and integrity in everything we do.About GlobalLogicGlobalLogic, a Hitachi Group Company, is a trusted digital engineering partner to the world's largest and most forward-thinking companies. Since 2000, we've been at the forefront of the digital revolution - helping create some of the most innovative and widely used digital products and experiences. Today we continue to collaborate with clients in transforming businesses and redefining industries through intelligent products, platforms, and services.

GlobalLogic