Data Scientist
Data
Data Scientist
Łódź
Type of work
Undetermined
Experience
Senior
Employment Type
Permanent
Operating mode
Remote
Tech stack
Python 3.x
Data Science
Machine Learning
C++
Git
Amazon AWS
Job description
Online interview
In Aleet, we are creating a future where mobility and logistics are seamless and reliable. We are developing state of the art solutions for the fleet owners and operators to provide an e-commerce-as-a-service.
Currently we are looking for a Senior Research Scientist (Machine Learning) to help our team with a product which we are creating. Join our team in revolutionizing how we and goods move.
We offer work in a young, ambitious team, competitive salary and possibility to join ESOP.
Job Responsibilities:
- Design, implement and maintain modules related to traffic prediction, accidents prediction, and driver behaviour models (among others).
- Work on predictive vehicle routing, predictive capacitated electric vehicle charging, image processing to dynamically allocate vehicles to trips, traffic prediction, accident prediction, driver behaviour analysis.
- The subject areas include, but are not limited to: Reinforcement learning, Deep learning and adversarial machine learning, Knowledge representation and (symbolic) reasoning, Control theory, Operational research, Multiagent systems, Algorithmic game theory and mechanism design.
Education and Experience:
- PhD in machine learning or related field, with research published in to platforms, such as ICML, NIPS, AAAI, IJCAI or their equivalent;
- Solid background in statistical approaches or other latest approaches and methodologies in AI;
- Strong programming skills in at least one object-oriented programming language (Python, C++, Java, Scala, etc.);
Core Skills:
- Experience in machine learning algorithm implementation, as well as the ability to make use of open source tools to further develop models;
- Experience with a deep learning framework, such as TensorFlow or PyTorch;
- Ability to develop prototypes by manipulating and analysing complex, high-volume, high-dimensional data from varying sources;
- Eager to learn new algorithms, new application areas and new tools;
- Ability to communicate and collaborate with other researchers and engineers, excellent written and oral communication skills.
- Strong programming skills in Python with an emphasis on data structures and algorithms.
Preferred:
- Deep academic or industry expertise (post PhD 5+ years) in one or more related areas;
- An active contributor to the relevant international research communities, and able to create and act as a champion of a specific sub-topic and particular technology or application;
- Hands-on experience in applying machine learning techniques to solve real-world transportation problems;
- Experience in working with cloud platforms.
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