Machine Learning Scientist for Weather and Climate (WeatherGenerator project)
ETH Zürich
16 days ago
Role details
Contract type
Temporary contract Employment type
Full-time (> 32 hours) Working hours
Regular working hours Languages
English Compensation
CHF 208KJob location
Tech stack
Big Data
Computer Programming
Distributed Systems
Python
Machine Learning
Performance Tuning
High Performance Computing
PyTorch
Deep Learning
Information Technology
Dask
Job description
- Further develop and train the WeatherGenerator model for specific applications in Switzerland, such as high-resolution regional weather predictions
- Improve the system by integrating observation and high-resolution model data
- Fine tune and validate model against existing numerical model and observations
- Curate and validate ML training datasets
- Work on integrating the machine learning pipeline into production
Requirements
- University degree (MSc or PhD) in data science, computer science, physics or a related field
- Experience in training and validating large-scale deep-learning models on distributed systems.
- Strong programming skills in Python and familiarity with a modern ML stack (e.g., PyTorch, hydra, zarr, dask)
- Experience in handling and processing large datasets or experience in high-performance computing (HPC) is an advantage
- Experience with weather and climate applications is an advantage
- You are creative, solution-oriented and have excellent communication skills and the ability to work with interdisciplinary teams
- Good knowledge of spoken and written English
Benefits & conditions
80%-100%, Zurich, fixed-term
The Center for Climate Systems Modeling (C2SM) at ETH Zurich, in partnership with the Federal Office of Meteorology and Climatology (MeteoSwiss), is pioneering innovative methods to leverage machine learning for numerical weather forecasting and climate modeling., * Unique opportunities to develop state-of-the-art Machine Learning system and shape the future of weather forecasting
- You will join a dynamic team operating at the intersection of cutting-edge research and real-world applications
- We are committed to fostering a diverse and inclusive workplace and offer flexible working arrangements to support work-life balance for all team members
chevron_right Working, teaching and research at ETH Zurich
About the company
ETH Zurich is one of the world's leading universities specialising in science and technology. We are renowned for our excellent education, cutting-edge fundamental research and direct transfer of new knowledge into society. Over 30,000 people from more than 120 countries find our university to be a place that promotes independent thinking and an environment that inspires excellence. Located in the heart of Europe, yet forging connections all over the world, we work together to develop solutions for the global challenges of today and tomorrow.