Grammar and punctuation nits in Jupyter Notebooks

[sarahyurick]

As I have been following our Jupyter Notebook tutorials (such as single_gpu_tutorial.ipynb, I have noticed a lot of small grammar, spelling, and punctuation errors. At some point, I would like to go through each of our notebooks and fix these errors.

I am happy to do this by myself, as the task itself is not difficult. For now, I am creating this issue as a reminder for myself.

Checklist:

• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/dapt-curation
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/distributed_data_classification
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/nemotron_340B_synthetic_datagen
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/peft-curation-with-sdg
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/peft-curation
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/single_node_tutorial
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/synthetic-data-hello-world
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/synthetic-preference-data
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/synthetic-retrieval-evaluation
• [ ] https://github.com/NVIDIA/NeMo-Curator/tree/main/tutorials/tinystories

[Samxtrian]

Hi, could I work on some of these if you haven't started already

[sarahyurick]

Hi, could I work on some of these if you haven't started already

Thanks @Samxtrian ! Yes, that would be great. I have not started yet.

To help keep things organized, could you please comment on this issue whichever tutorial(s) you'll be editing when you start editing it? I will do the same, and that way we can both be sure we're not doing any duplicate work.

Also, I added a checklist for convenience.

[Samxtrian]

Sounds good, I see you've already started from the top so I'll start from the bottom of the checklist and keep commenting as I get through them