Data Scientist
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Job Location:
Saint-Ouen - France
Monthly Salary:
Not Disclosed
Posted on:
Yesterday
Vacancies:
1 Vacancy
Job Summary
Req ID:510134
At Alstom we understand transport networks and what moves people. From high-speed trains metros monorails and trams to turnkey systems services infrastructure signalling and digital mobility we offer our diverse customers the broadest portfolio in the industry. Every day more than 80 000 colleagues lead the way to greener and smarter mobility worldwide connecting cities as we reduce carbon and replace cars.
This position supports Alstom Data Science and AI programs by designing developing testing validating and industrializing productiongrade AI/ML models and advanced analytics across enterprise and mobility this capacity you will be working on our next generation data-driven solutions for the mobility industry in collaboration with engineering and mobility specialists data and AI experts métier and business leaders.
The main purpose of this position is to design and develop advanced models to extract key insights from mobility data using a variety of tools and techniques including optimization algorithms machine learning statistical modeling and data visualization in order to contribute to the development of industrial-grade data-driven solutions (proof of concept to free-for-tender) in all Data and AI-related domains including energy optimization maintenance operations and other business-related domains.
KEY ACCOUNTABILITIES:
Define and develop Data Science and AI algorithms to meet project/customer needs by supporting :
DATA & AI MODELS DEVELOPMENT
- Design and develop data-driven solutions to support business needs including integration of engineering aspects and evaluation of financial impacts
- Implement feature selection/extraction methods to improve ML models derive interpretable insights and solve complex problems
- Collaborate with domain experts to understand business requirements and define the best approach to meet customer needs
- Design and implement different optimization algorithms for smart traffic management and energy optimization
- Create software modules to extend existing models and combine smart traffic management algorithms with energy-efficient fleet synchronisation strategies
DATA & AI MODELS ASSESSMENT
- Build reports and explanatory materials to share with domain experts and other relevant stakeholders
- Evaluate the opportunities from new mathematical approaches and data science technologies
- Apply a strong testing and quality assurance practices
- Assess and enhance the relevance of incoming data as well as of model output after selecting appropriate evaluation metrics
DATA & AI PRODUCTS INDUSTRIALIZATION
- Support field trials with internal and external customers using Alstoms software modules and tools
- Document Data Science and AI modules and code; contribute and review system software V&V and interface requirements
- Collaborate with internal and cross-functional teams to ensure seamless integration of AI solutions into production environments guaranteeing robustness performance and compliance with Alstom standards.
DATA AND AI PROMOTION ACROSS ALSTOM
- Present results in a clear manner using presentations interactive dashboards and reports
- Review academic and industry research to identify state-of-the-art Data science and AI methods assess their applicability to Alstom projects and share insights and recommendations with the company to foster innovation and best practices
EDUCATIONAL REQUIREMENTS:
- Degree in computer science or engineering supplemented by extensive training in data science/ML or related disciplines
COMPETENCES AND EXPERIENCE:
Mandatory:
- Excellent knowledge of Python programming
- Knowledge of fundamentals of modern statistics including time-series and signal processing text mining or image processing
- Experience with Python data science stack (pandas scikit-learn Keras NumPy TensorFlow)
- Strong knowledge of data science ML and AI algorithms (e.g. classification regression dimensionality reduction neural networks) including generative AI topics (VAEs GPTs LLM GANs diffusion models)
- Experience in optimizing model (hyper-)parameters tuning for performance and costs
- Experience with database management (SQL ElasticSearch etc.)
- Experience with LINUX environment (shell scripting)
- Experience with Git GitHub and release management tools
Desirable:
- Working knowledge of optimization algorithms (LP QP MILP MIQP GA Metaheuristic methods DP)
- Experience in application of optimization Libraries and solver (e.g. CPLEX Gurobi SciPy)
Who are we looking for You are truly passionate about data science and AI ready to take new challenges proactive and possess strong organizational and planning skills along with excellent communication and presentation capabilities. You have the ability to pay close attention to detail meet deadlines balance multiple tasks from a variety of projects. Further you desire to be a team player and contributor in a highly collaborative environment across diverse local and remote teams.
You dont need to be a train enthusiast to thrive with us. We guarantee that when you step onto one of our trains with your friends or family youll be proud. If youre up for the challenge wed love to hear from you!
Important to note
As a global business were an equal-opportunity employer that celebrates diversity across the 63 countries we operate in. Were committed to creating an inclusive workplace for everyone.
Job Type:Graduate Job
Required Experience:
IC
Key Skills
About Company
Leading the way to greener and smarter mobility worldwide, Alstom develops and markets integrated systems that provide the sustainable foundations for the future of transportation.
