Huidige banen gerelateerd aan Graduation Project: Learning to optimize with Deep Learning - Zoetermeer - ORTEC
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Optimize with Deep Learning: A Graduate Project
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OpportunityAt ORTEC, we tackle complex optimization problems daily. Can we leverage patterns in problem instances to inform good solutions? We're seeking a master's student in AI to develop efficient deep learning training pipelines for advanced neural network architectures.The ChallengeWe've made progress in using deep learning to predict solution...
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Machine Learning Engineer for ORTEC
2 weken geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdAbout the ProjectORTEC, a leading provider of data-driven solutions, is seeking a talented Data Scientist to join their team for a six-month project focused on developing an AI-driven self-rostering system. The goal is to create a more efficient and user-friendly process for employees to manage their schedules.Key ResponsibilitiesDevelop and train machine...
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Optimize Driver Happiness with ORTEC
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is a leading provider of data-driven solutions for the transport industry. We are seeking a talented individual to join our team and contribute to the development of our route optimization software.The successful candidate will have the opportunity to work on a challenging project that aims to incorporate driver happiness into our...
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Data Scientist for Self-Rostering Project
1 dag geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is seeking a talented data scientist to work on a graduation project focused on using AI in self-rostering. The goal is to develop a machine learning model that proposes preferences for employees, making the process less time-consuming for them.ResponsibilitiesStudy the scientific literature related to self-rostering and machine...
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Optimize Hybrid Genetic Search for Vehicle Routing
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionAt ORTEC, we are pushing the boundaries of optimization algorithms to solve complex problems in logistics and transportation. We are seeking a talented master student in computer science, operations research, or artificial intelligence to join our team and contribute to the development of our hybrid genetic search algorithm for the Vehicle...
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Graduation Project: Route Optimization in Timeslotting
1 dag geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is seeking a talented graduate student to work on a challenging graduation project focused on route optimization in timeslotting for the e-grocery business. As a key player in the delivery operations, route optimization plays a crucial role in ensuring efficient delivery of groceries to customers.The project involves continuously...
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Optimize Driver Happiness with ORTEC
4 dagen geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is a leading provider of data-driven solutions for the transport industry. We are seeking a talented individual to join our team and contribute to the development of our route optimization software.The successful candidate will have the opportunity to work on a challenging project that aims to incorporate driver happiness into the...
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Optimize Warehouse Scheduling with Advanced Analytics
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC Workforce for Warehousing (OWW) is a cloud-based employee rostering solution designed to optimize shift scheduling and task allocation in warehouses. Our goal is to create schedules that respect labor rules and employee preferences while adapting to volatile demand forecasts.We are seeking a talented graduate student to join our team and...
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Graduation Project: Nurse Rostering Optimization
1 dag geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is a leading company in applied mathematics, leveraging data and mathematics to create value for businesses and society. We are seeking a talented graduate student to work on a graduation project focused on optimizing employee scheduling for our nurse rostering solution.Project OverviewThe goal of this project is to evaluate the...
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Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OverviewORTEC is seeking a talented master's student to investigate and develop advanced algorithms for time-dependent shortest path planning in static graphs. The goal is to improve our current algorithms to consider traffic congestion and compute optimal routes for various scenarios.Key ResponsibilitiesDevelop and implement advanced data structures and...
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Graduation Project: Driver Happiness Specialist
2 weken geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdAbout ORTECORTEC is a leading provider of data-driven solutions for the transportation industry. We leverage advanced mathematics and data analytics to create value for businesses and society at large.The ChallengeDriver shortage is a significant challenge in the transportation industry. ORTEC aims to address this issue by incorporating driver satisfaction...
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Graduation Project: Using AI in Self rostering
4 maanden geleden
Zoetermeer, Nederland ORTEC VoltijdJob description ORTEC leverage data et mathematics to create value for businesses and society at large. They have a leading employee rostering solution for various industries. One of the possible rostering methods is self-rostering, where the employees express their preferences, compare them to the duty capacities and interchange shifts to define an...
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Optimize Warehouse Scheduling with Advanced Analytics
2 weken geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdAbout the RoleORTEC is seeking a highly skilled and motivated individual to join our team as a Warehouse Scheduling Optimization Specialist. In this role, you will be responsible for developing and implementing advanced analytics solutions to optimize warehouse scheduling and improve supply chain efficiency.Key ResponsibilitiesDesign and implement...
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Transport Planning Expert
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionWe are seeking a highly motivated graduate student to collaborate with our team on a challenging project that combines transport planning and machine learning. As a key member of our team, you will have the opportunity to apply your analytical skills and knowledge of data science to optimize our clients' transport operations.Key...
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Zoetermeer, Nederland ORTEC VoltijdJob description At ORTEC, we built: it won the DIMACS 2022 challenge for the Vehicle Routing Problem with Time Windows (VRPTW). It is a hybrid genetic search algorithm that relies on clever data structures and algorithms to efficiently explore the huge space of possible route configurations and we continuously research potential improvements. While...
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Data Scientist for Self-Rostering Optimization
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob DescriptionORTEC is seeking a talented data scientist to join their team and work on a challenging project related to self-rostering optimization. The successful candidate will have the opportunity to develop and implement machine learning models to improve the efficiency of employee rostering.Key ResponsibilitiesDevelop and train machine learning models...
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Optimize Traffic Flow with Advanced Algorithms
4 dagen geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OpportunityWe are seeking a talented master's student in computer science or a related field to join our team at ORTEC. As a dynamic and innovative company, we are passionate about using advanced data structures and algorithms to improve our planet.The ChallengeIn this project, you will investigate how to improve our algorithms to consider traffic...
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Optimize Hybrid Genetic Search for Vehicle Routing
7 dagen geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OpportunityAt ORTEC, we are seeking a talented master student to contribute to the development of a hybrid genetic search algorithm for the Vehicle Routing Problem with Time Windows (VRPTW). Our team has built a winning solver for the DIMACS 2022 challenge, and we aim to further improve its performance.Your ChallengeYou will work on PyVRP, an open-source...
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Optimize Hybrid Genetic Search for Vehicle Routing
4 dagen geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OpportunityAt ORTEC, we are seeking a talented master student to contribute to the development of a hybrid genetic search algorithm for the Vehicle Routing Problem with Time Windows (VRPTW). Our team has built a winning solver for the DIMACS 2022 challenge, and we aim to further improve its performance.Your ChallengeYou will work on PyVRP, an open-source...
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Optimize Traffic Flow with Advanced Algorithms
1 week geleden
Zoetermeer, Zuid-Holland, Nederland ORTEC VoltijdJob OpportunityWe are seeking a talented master's student in computer science or a related field to join our team at ORTEC. As a dynamic and innovative company, we are committed to using advanced data structures and algorithms to improve our planet, from the world at large to our own backyard.The ChallengeIn this project, you will investigate how to improve...
Graduation Project: Learning to optimize with Deep Learning
5 maanden geleden
Job description
At ORTEC, we solve thousands of optimization problems every day. While every problem is unique, there are patterns in the problem instances that we solve. Can we exploit the patterns in these problem instances, translating them into patterns for good solutions that we can learn from previously optimized solutions?
The challenge
Some successes have been made in using deep learning models to predict solution structures for combinatorial optimization problems, yet they are limited to simpler problems of moderate size (see some of the references below). We would like to scale up these techniques to larger and more realistic problem instances (e.g. real world routing problems with 1000s of customers). To do so, you need to develop efficient deep learning training pipelines that can run advanced (graph) neural network architectures like transformers on GPU.
Who you are
You are a master student in artificial intelligence or a related field You have practical experience with training deep learning models on hardware accelerators using frameworks such as PyTorch, TensorFlow or JAX You are comfortable in Python and familiar with concepts such as vectorized programming, threading, etc. Experience with graph neural networks/transformers is a pre You are currently living in the Netherlands and you are studying at a Dutch University You communicate fluently in English, verbally and in writing You are available for 6 months for 32-40 hours a week
What we offer
Entrance to the most passionate powerhouse in applied mathematics. We share a drive to use our problem-solving skills to improve our planet, from the world at large to our own backyard. Inclusion in a company founded by graduate students back in 1981, which today still fosters its students by: Excellent supervision during your graduation project. Good internship allowance, laptop, and other office facilities. An open, kind, and fun culture. Young ORTEC, an association that organizes all kinds of activities for juniors, mediors, and graduate students at ORTEC, including Thursday afternoon drinks at our own bar “ORTap”.The next steps:
Did we peak your interest? Then upload your CV, motivation letter and grade lists (BSc and MSc in one PDF if applicable). The recruitment process will consist of two online assessments, first interview, and a second interview with a case.
What to expect
We will help you to thrive in your field of expertise. We offer development programs, tailored to your individual needs and function requirements, including opportunities to attend courses and seminars. We offer challenging, practical hands-on experience with opportunities to work abroad. We operate in a flat organizational structure that keeps communication lines short. The atmosphere is open, informal, cooperative and positive.
