Machine Learning Engineer
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Job Location:
Monthly Salary:
Posted on:
10 hours ago
Vacancies:
1 Vacancy
Job Summary
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 80000 colleagues lead the way to greener and smarter mobility worldwide connecting cities as we reduce carbon and replace cars.
Your future role
Alstom announces an opening for a Machine Learning Engineer. This position supports Alstom Data Science programs by developing testing validating and industrializing data-driven solutions in the mobility domain. The primary goal of these programs is to develop AI/ML software modules to improve customer performance and experience using existing and new data analytics supported by advanced simulations and domain experts. The main purpose of this position is to develop machine learning systems using appropriate algorithms and tools to support the R&D and deployment at industrial grade of analytics this capacity you will be able to work on our next generation data-driven solutions for the Mobility industry within a lean startup environment in collaboration with engineering & mobility experts data engineers DevOps/MLOps engineers and HMI designers/storytellers.
Well look to you for:
Develop deploy and maintain Machine Learning models and retraining systems:
Integrate data science models into Data and ML pipelines in collaboration with data scientists and data engineers
Design and execute machine learning tests and experiments by applying best practices for experiment tracking and model registry
Build and orchestrate MLOps pipelines including CI/CD to automate data ingestion and transformation model (re-)training(re-)deployment inference and monitor
Support the industrialization of scalable data science solutions through automation and continuous delivery
Identifying changes in models and shifts in data distribution that could affect model performance and apply appropriate measures for protecting against drifts
Apply strong testing and quality assurance practices
Support field trials with our customers using the mobility analytics software modules and tools
Analyses and checks the suitability of an algorithm if it caters the needs of the current task/business problem
Attend meetings submit work progress reports and perform related duties as required
All about you
We value passion and attitude over experience. Thats why we dont expect you to have every single skill. Instead weve listed some that we think will help you succeed and grow in this role:
Degree in computer science or engineering supplemented by extensive training in data science/ML or related disciplines
Excellent knowledge of Python programming with software engineering skills including DevOps and CI/CD pipelines
Experience with Python data science stack (pandas scikit-learn keras numpy tensorflow)
Experience in building supervised and unsupervised ML models and in optimizing model (hyper-)parameters tuning for performance and costs
Strong mathematical skills (probability and statistics algebra optimization)
Knowledge of continuous integration tools and technologies (Jenkins Ansible Git)
Experience with SQL/NoSQL database management
Experience with LINUX environment (shell scripting)
- Experience with cloud technologies preferably on Azure
- Experience with containerization and orchestration tools (Docker Airflow NiFi Kubernetes OpenFaaS) for production
- Experience in MLOps frameworks (e.g. MLFlow and DVC)
- Experience in big data technologies (e.g. Spark Hadoop Apache Kafka etc.)
- Proficiency with web APIs development and design (e.g. REST)
- Experience in writing technical documentation
- Agiles procedures
Things youll enjoy
Join us on a life-long transformative journey the rail industry is here to stay so you can grow and develop new skills and experiences throughout your career. Youll also:
Enjoy stability challenges and a long-term career free from boring daily routines
Work with new security standards for rail signalling
Collaborate with transverse teams and helpful colleagues
Contribute to innovative projects
Utilise our flexible working environment
Steer your career in whatever direction you choose across functions and countries
Benefit from our investment in your development through award-winning learning
Progress towards leadership and advanced technical roles
Benefit from a fair and dynamic reward package that recognises your performance and potential plus comprehensive and competitive social coverage (life medical pension)
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.
Required Experience:
IC
Key Skills
- Industrial Maintenance
- Machining
- Mechanical Knowledge
- CNC
- Precision Measuring Instruments
- Schematics
- Maintenance
- Hydraulics
- Plastics Injection Molding
- Programmable Logic Controllers
- Manufacturing
- Troubleshooting
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.
