Optimize with Deep Learning Expert
3 weken geleden
Optimization Problem Solving
At ORTEC, we tackle thousands of optimization challenges every day. While each problem is unique, there are patterns in the problem instances we solve. Can we leverage these patterns to translate them into effective solutions?
The Challenge
Some successes have been achieved in using deep learning models to predict solution structures for combinatorial optimization problems. However, these techniques are limited to simpler problems of moderate size. We aim to scale up these techniques to larger and more realistic problem instances, such as real-world routing problems with thousands of customers.
Key Responsibilities
- You will develop efficient deep learning training pipelines that can run advanced neural network architectures, including transformers, on GPU.
- You are expected to have practical experience with training deep learning models on hardware accelerators using frameworks such as PyTorch, TensorFlow, or JAX.
- Comfortable in Python and familiar with concepts such as vectorized programming and threading.
- Experience with graph neural networks/transformers is a plus.
- You will be working closely with our team to develop and implement these pipelines.
Requirements
- You are a master student in artificial intelligence or a related field.
- You are currently living in the Netherlands and studying at a Dutch University.
- You communicate fluently in English, both verbally and in writing.
- You are available for 6 months, working 32-40 hours a week.
What We Offer
- Entrance to a company that shares a drive to use our problem-solving skills to improve our planet.
- 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 activities for juniors, mediors, and graduate students at ORTEC.
The Next Steps
If you're interested in this opportunity, please upload your CV, motivation letter, and grade lists. The recruitment process will consist of two online assessments, a 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 operate in a flat organizational structure that keeps communication lines short. The atmosphere is open, informal, cooperative, and positive.
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