Here’s the VOD: https://www.twitch.tv/videos/1482334508
Today we talked about:
- A template file for data science projectsI named the file
eda_template.ipynb- MeaLeon’s repo is here: https://github.com/AaronWChen/MeaLeon
- A data science template my friend made and I have modified can be found here: https://github.com/AaronWChen/data_science_template
- Feel free to look at the template and provide commentary!
- Researching documentation for libraries to add for MeaLeon
- Would like Data Version Control to keep track of data set versioning: https://dvc.org/
- Wanted to also incorporate MLFlow (https://mlflow.org/) but it looks like some aspect of experiment tracking has been incorporated into DVC. Investigating!
- MLFlow needs a relational datastore (SQL) to keep experiment logging working (https://mlflow.org/docs/latest/tracking.html#how-runs-and-artifacts-are-recorded)
- When I used MLFlow and DVC together in the past, they were more like things I mashed together instead of puzzle pieces that actually fit with each other
- Geeked out over keyboards again:
- May get an Iris from keeb.io (Iris Aluminum Case – Keebio)
- Introduced this website!
To Do:
Update/fix the template file mentioned- Consider adding Quarto support/template
- Quarto documentation can be found here: Quarto
- Figure out how the experiment logging in DVC works
- Does it require architecture/infrastructure set up like MLFlow prefers?
- How difficult would it be to migrate from local to cloud?
- Is it better to start in cloud? How much would that cost?
- Test the Contact Me form on the Contact page/set up email to work on BuenosDS.dev
- On stream, I commented that the site doesn’t have email functionality yet, but afterwards, I realized that WordPress I believe defaults to storing anything submitted via Contact Us form into a saved form that can be accessed by site admins. Will have to check
- Figure out how to properly embed Twitch VODs in WordPress posts
- Wanted to display it on each note page, but it seems to break. Embeds mention looking at developer docs.
- Other sites mention using different blocks or features that don’t seem to exist anymore
- Experiment with stream notes blog layout then make template when things all work