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20 changes: 12 additions & 8 deletions ohw24/tutorials-index/index.md
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Expand Up @@ -18,31 +18,35 @@ We are pleased to present a number of tutorials during the week. These tutorial
The following tutorials will be presented live during the **US sessions**, and will be recorded for later review.

### Monday, August 26th
[Christian Sarason](https://apl.uw.edu/people/profile.php?last_name=Sarason&first_name=Christian) Fight the dreaded 'It works for me' demon with conda package management and jupyter notebooks: This tutorial will describe some of the pros, cons and pitfalls of package management and take quick tour of Pixi and JupyterLab using an example project.

[Christian Sarason](https://apl.uw.edu/people/profile.php?last_name=Sarason&first_name=Christian) - [**Fight the dreaded 'It works for me' demon with conda package management and jupyter notebooks:**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/00-Mon#packagesjupyterlabhub) This tutorial will describe some of the pros, cons and pitfalls of package management and take quick tour of Pixi and JupyterLab using an example project.


### Tuesday, August 27th

[Callum Rollo](https://callumrollo.github.io/) - Data Access in Python: In this tutorial, participants will use Python to find and access ocean data via a range of protocols including ERDDAP, OPeNDAP and WMS.
[Derya Gumustel](https://www.linkedin.com/in/derya-gumustel) - [**Git&GitHub Primer**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24_update_recording_links/us/01-Tue#git--github-primer)

[Callum Rollo](https://callumrollo.github.io/) - [**Data Access in Python:**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/01-Tue#data-access-in-python) In this tutorial, participants will use Python to find and access ocean data via a range of protocols including ERDDAP, OPeNDAP and WMS.

[Rich Signell](https://opensciencecomputing.com/) - Xarray Tutorial
[Rich Signell](https://opensciencecomputing.com/) - [**Xarray Tutorial**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/01-Tue#xarray)

[Ciara Dorsay](https://www.linkedin.com/in/ciara-dorsay/) - Assessing weather model skill during extreme events: NOAA GFS vs. Sofar Spotter buoy observations of Hurricane Henri: In this tutorial, participants will learn how to query data of different formats (point-wise buoy, gridded weather model) from Amazon's S3 cloud object storage system, collocate the two, and calculate and visualize the differences between them during a notable weather event using Python.
[Ciara Dorsay](https://www.linkedin.com/in/ciara-dorsay/) - [**Assessing weather model skill during extreme events:** NOAA GFS vs. Sofar Spotter buoy observations of Hurricane Henri:](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/01-Tue#assessing-weather-model-skill-during-extreme-events-noaa-gfs-vs-sofar-spotter-buoy-observations-of-hurricane-henri) In this tutorial, participants will learn how to query data of different formats (point-wise buoy, gridded weather model) from Amazon's S3 cloud object storage system, collocate the two, and calculate and visualize the differences between them during a notable weather event using Python.

### Wednesday, August 28th

[Myranda Shirk](https://www.vanderbilt.edu/datascience/person/myranda-uselton-shirk/?type=lab) - AI-Assisted Programming: With the recent success of large language models (LLMs) such as ChatGPT, mastery of a programming language is no longer required to write successful code. In this tutorial, we will explore the new workflow of AI-assisted programming and how it can streamline your hackathon project, no matter your coding experience.
[Myranda Shirk](https://www.vanderbilt.edu/datascience/person/myranda-uselton-shirk/?type=lab) - [**AI-Assisted Programming:**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/02-Wed#ai-assisted-programming) With the recent success of large language models (LLMs) such as ChatGPT, mastery of a programming language is no longer required to write successful code. In this tutorial, we will explore the new workflow of AI-assisted programming and how it can streamline your hackathon project, no matter your coding experience.

[Jiarui Yu](https://www.linkedin.com/in/jiarui-yu-0b0ab522b/) - Introduction to Transformers: This tutorial includes Transformer’s encoder structure in detail, presenting attention mechanism and transforming the encoder to VIT in order to process 2-d image classification.
[Jiarui Yu](https://www.linkedin.com/in/jiarui-yu-0b0ab522b/) - [**Introduction to Transformers:**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/02-Wed#deep-learning-introduction-to-transformers) This tutorial includes Transformer’s encoder structure in detail, presenting attention mechanism and transforming the encoder to VIT in order to process 2-d image classification.

### Thursday, August 29th
[Camille Ross](https://www.neaq.org/person/camille-ross/) - R Application
[Camille Ross](https://www.neaq.org/person/camille-ross/) - [**Species distribution modeling in R**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/03-Thr)


## Lectures and Discussions

Finally, each year we offer brief sessions on non-coding aspects of computational oceanography; this year we are pleased to offer the following.

- [Eli Holmes](https://www.fisheries.noaa.gov/contact/elizabeth-holmes-phd) - **Reproducible Collaboration**.
- [Eli Holmes](https://www.fisheries.noaa.gov/contact/elizabeth-holmes-phd) - [**Reproducible Collaboration**]((https://github.com/oceanhackweek/ohw-tutorials/tree/OHW24/us/00-Mon#reproducible-research))
- [Myranda Shirk](https://www.vanderbilt.edu/datascience/person/myranda-uselton-shirk/?type=lab) - **AI use-case discussion** following a tutorial on AI-Assisted Programming.
- [Alex Kerney](https://github.com/abkfenris) - [**Stresses in the geosciences**](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW23/02-Wed/README.md), an open discussion about mental health in the geosciences.

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