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minor edits to project 3 description
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08-short-projects/00-pair-programming-guidelines.md

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# ASTR 596: Pair Programming Schedule & Guidelines
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*Document created with assistance from claude.ai*
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## Pair Programming Assignments for Projects 1-5
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| Project | Pair 1 | Pair 2 | Triple |

08-short-projects/project-3/project3_description_mcrt.md

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*Pair Programming Assignments:*
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- **Pair 1:** Caden + Kasia
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- **Pair 2:** Hy + Nodoka
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- **Pair 2:** Hy + Nodoka
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- **Triple:** Paige + Aisling + Katie
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Core algorithms must be independently implemented. You may share debugging strategies, test cases, and plotting code.
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**Computational Extensions:**
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- Performance optimization using `numba` Just-in-Time (JIT) compilation (demonstrate speedup). Click [here](https://numba.pydata.org/) for documentation.
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- Parallel processing with multiprocessing (run bands in parallel)
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- Performance optimization using `numba` Just-in-Time (JIT) compilation (demonstrate speedup). Click [here](https://numba.readthedocs.io/en/stable/) for documentation and [here](https://numba.readthedocs.io/en/stable/user/5minguide.html) for a 5-minute quickstart guide.
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- Parallel processing with `multiprocessing` (run bands in parallel). Click [here](https://docs.python.org/3/library/multiprocessing.html) for documentation and [here](https://www.geeksforgeeks.org/python/parallel-processing-in-python/) for a quick tutorial.
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- Variance reduction: Implement forced first interaction or importance sampling
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**Observational Extensions:**

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