The right tool for the job

1. The right tool for the job SciPy 2024 | Julia Silge https://juliasilge.github.io/scipy2024
2. Hello!  @juliasilge  @juliasilge@fosstodon.org  youtube.com/juliasilge  juliasilge.com https://juliasilge.github.io/scipy2024
3. https://juliasilge.github.io/scipy2024
4. Tools for data science Quarto Shiny Great Tables Vetiver Pins Exciting new work! 🎉 https://juliasilge.github.io/scipy2024
5. Using multiple programming languages What does it cost? What do you gain? What can we give? https://juliasilge.github.io/scipy2024
6. https://juliasilge.github.io/scipy2024
7. For the individual It is expensive to learn new things There are benefits to specialization https://juliasilge.github.io/scipy2024
8. In an organization Consistency Complexity https://juliasilge.github.io/scipy2024
9. There should be one, and preferably only one, obvious way to do it https://juliasilge.github.io/scipy2024
10. Pins 📌 Python R import pins board = pins.board_temp() board.pin_write( very_nice_data, "important-stuff", type = "parquet") library(pins) board <- board_temp() board |> pin_write( very_nice_data, "important-stuff", type = "parquet") https://juliasilge.github.io/scipy2024
11. Pins 📌 Python R import pins board = pins.board_temp() board.pin_read("important-stuff") library(pins) board <- board_temp() board |> pin_read("important-stuff") Cost for individuals Cost for our organization https://juliasilge.github.io/scipy2024
12. https://juliasilge.github.io/scipy2024
13. In an organization Everyone can be more productive https://juliasilge.github.io/scipy2024
14. Practicality beats purity https://juliasilge.github.io/scipy2024
15. https://juliasilge.github.io/scipy2024
16. Vetiver 🏺 Python R from vetiver import VetiverModel, VetiverAPI v = VetiverModel( model_fit, "my-important-model", prototype_data = X_train) api = VetiverAPI(v) api.run() library(vetiver) library(plumber) v <- vetiver_model( model_fit, "my-important-model") pr() |> vetiver_api(v) |> pr_run() https://juliasilge.github.io/scipy2024
17. MLOps is… Versioning Managing change in models ✅ Deploying Putting models in REST APIs 🎯 Monitoring Tracking model performance 👀 https://juliasilge.github.io/scipy2024
18. For the individual You can scale your impact Consider the long term Increase your vocabulary https://juliasilge.github.io/scipy2024
19. https://juliasilge.github.io/scipy2024
20. Building tools Learn from one community Bring to a different one https://juliasilge.github.io/scipy2024
21. https://juliasilge.github.io/scipy2024
22. https://juliasilge.github.io/scipy2024
23. https://juliasilge.github.io/scipy2024
24. Positron Positron is a next-generation data science IDE Positron is a very early stage project https://github.com/posit-dev/positron/ https://juliasilge.github.io/scipy2024
25. Thank you!  @juliasilge  @juliasilge@fosstodon.org  youtube.com/juliasilge  juliasilge.com https://juliasilge.github.io/scipy2024