Deploy a model for LEGO sets with Docker

[@asolisca]

I have been waiting so long for this video! Finally a step-by-step guide on how to deploy a model using Docker!! Amazing video Julia, many thanks!

[@zegpi1821]

We are all waiting for your "tidymodels deployment: shiny containers with r" book

[@federicagazzelloni]

Thanks Julia! It was illuminating, as always.

[@angvl8793]

Thank you very much Julia!!!!

[@mkklindhardt]

Once again. Thank you 🙏🏾

[@mohamedhany2513]

could you make a video explaining how to deploy a model with shiny

[@JuliaSilge]

You may find this demo from Posit Solutions Engineering helpful: solutions.posit.co/gallery/bike_predict/

[@avnavcgm]

Amazing video Julia, thank you. Would this be the best current workflow to use when your boss does that dreaded 'yeah...nice model, can you build this as a microservice and let software engineering know?'

[@JuliaSilge]

Yep! Depending of course on what your software engineering colleagues need from you. But typically this would fit most organizations needs.

[@azizshaikh5068]

Hi Julia, can you tell me what specialization are there for a data scientist? For example your work is more in natural language processing and text analysis if I am not mistaken. So what are the other fields or topic. Also really appreciate you for such great informative videos on R and data science ❤️

[@christospapadopoulos7704]

I'd appreciate any help please. I build the docker file succesfully but when I try to run it I get this: Any thoughts?

[@JuliaSilge]

It's tough to debug problems like this via KZbin comments. I suggest that you put together a reprex demonstrating your problem: www.tidyverse.org/help/ And then post on RStudio Community: community.rstudio.com/

[@CaribouDataScience]

Thanks, very interesting?

[@tarasst6887]

🎉🎉🎉

[@hesamseraj]

Hello again, thank you for the great video. I have the following error: board rlang::last_error() Error in `check_auth()`: ! auth = `auto` has failed to find a way to authenticate: * `server` and `key` not provided for `auth = 'manual'` * Can't find CONNECT_SERVER and CONNECT_API_KEY envvars for `auth = 'envvar'` * Can't find any rsconnect::accounts() for `auth = 'rsconnect'` --- Backtrace: 1. pins::board_rsconnect() 2. pins:::rsc_server(auth, server, account, key) 3. pins:::check_auth(auth, server, key) Run `rlang::last_trace()` to see the full context. >

[@hesamseraj]

I guess I need to have some sort of account, key and a connection to a server?

[@JuliaSilge]

@@hesamseraj Yes, you can read more about RStudio Connect here: www.rstudio.com/products/connect/ If you don't use Connect at your place of work, you could try out using `board_local()` instead and putting the model somewhere on your computer locally: pins.rstudio.com/reference/board_folder.html

[@hesamseraj]

@@JuliaSilge Solved thank you very much. I am not a professional; this is self-learning.

[@tempmail5660]

Thanks for the video I thought you left #tidytuesday as well, as you have shifted to MLOPs.