# Eugo for research scientists

Run simulations and scientific workloads at scale

Source: https://university.eugo.io/roles/research-scientist

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## Courses

- [Getting started with Eugo](https://university.eugo.io/courses/getting-started-with-eugo.md): What Eugo is, what problem it solves, and how to run your first workload on a cluster.
- [EugoIDE essentials](https://university.eugo.io/courses/eugoide-essentials.md): Work fluently in the browser-based notebook environment where your Python actually runs.
- [GPU acceleration on Eugo](https://university.eugo.io/courses/gpu-acceleration-on-eugo.md): How work reaches the GPU, which operations benefit, and how to confirm it actually happened.
- [How automatic optimizations work](https://university.eugo.io/courses/how-automatic-optimizations-work.md): Eugo rewrites and tunes your code as it runs. Here is what it does, and how to help it.
- [Scaling a real workload](https://university.eugo.io/courses/scaling-a-real-workload.md): Take a single-machine geospatial pipeline to a cluster, and find out where the time actually goes.