Deploy ML model in 10 minutes. Explained

Level up your Data Science to Machine Learning Engineering.
Docker engine download: docs.docker.com/engine/install/
Repo with code from video: github.com/DanilZherebtsov/ml...
Study
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MACHINE LEARNING DEPLOYMENT INTO PRODUCTION ENVIRONMENT
Course 1 (Intro in ML in prod): imp.i384100.net/MLProduction1
Course 2 (ML&Data Lifecycle in prod): imp.i384100.net/MLProduction2
Course 3 (ML Modeling Pipelines in prod): imp.i384100.net/MLProduction3
Course 4 (Deploying ML in prod): imp.i384100.net/MLProduction4
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DOCKER & KUBERNETES (best course out there)
tinyurl.com/25zjfe24
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[@jawaharkonathala6950]

Nicely explained. I just wanted this much info only, saved myself from taking a 3-hr coursera course. Thank you

[@lifecrunch]

Glad it was helpful!

[@orilio3311]

Yeah same here :))

[@liamabrams7899]

This is awesome. Thank you for posting

[@lifecrunch]

Thank you for watching!

[@Swilem999]

The most underrated channel i have ever seen , you give a very nice content and information with a very simple way , thank you very much

[@lifecrunch]

Thank you!

[@Sherry-g12]

Thanks a lot for the great video. Somehow the links for course 3 and 4 are invalid. Could you please help update the links?

[@TSSsniper]

Very informative.

[@lifecrunch]

Thanks!

[@vasimSyed-e9d]

@Danil_Zherebtsov
please create video on roadmap of mlops, and also end-to-end mlops projects, with and without open-source tools projects

[@ghostpasha1954]

thanks bro you explain so good God with you !

[@lifecrunch]

Happy to help

[@piano_tam97106]

Very nice video and clearly explain
Currently i am learning about ci/cd and cloud deploy for ml project, could you kindly please do a video on that subject?

[@lifecrunch]

Coming up shortly.

[@user-xn1ly6xt8o]

soo good

[@lifecrunch]

Thanks man!

[@alikograce.5520]

Nicely explained, please will it be the same steps for a pikl file ?

[@lifecrunch]

Yes, pickle is just a different container. The only thing to change in this case is the model loading part with pickle instead of joblib. The rest will be the same.

[@doneaabohlassan1995]

The commands in terminal work in os Windows?

[@lifecrunch]

I haven’t touched a windows machine is a decade, so can’t be certain, but I’m pretty sure that some modifications will be necessary.
You may have to change the slashes direction in all the paths.

[@grsdjjggfss3373]

❤❤❤❤❤❤❤

[@julien957]

Do you know if the problem of compatibility between M chips and Docker is solved?

[@lifecrunch]

I know that the problem exists, but I’ve never encountered it. In my case Docker had been working perfectly fine.
I guess compatibility issues arise only with certain OS versions.

[@EmmanuelSalvo-eh6ow]

How or where can we deploy that Docker container to be used along the internet?

[@piano_tam97106]

AWS or GCP, Azure i guess, every company now require every machine learning engineer to know about CI/CD pipeline, have experience with cloud service, or at least that is my point of view from recently job interview that i got deny :>> Gotta learn a lot lot more

[@EmmanuelSalvo-eh6ow]

@@piano_tam97106 I'm sorry to hear that, thanks for the reply, good luck!

[@lifecrunch]

I guess I need to make a separate video on this subject. Stay tuned.

[@bhaviksonule-bq9dn]

Can we do the same with open source model?

[@lifecrunch]

What do you mean by open-source model?
If you have any trained model and code to inference it - you can deploy it.

[@bhaviksonule-bq9dn]

Thank you for your reply, i think I got it.

[@ihorrible]

Seems Hard)

[@lifecrunch]

The intention was to show how easy it actually is 😉

[@siddharthapachourey1706]

remove background audio track its distracting

[@lifecrunch]

Thanks for the feedback. Unfortunately, published videos cannot be amended.

[@kali6509]

/bin/sh: 1 : [uvicorn,: not found

[@lifecrunch]

A little more context wouldn’t hurt

[@august8877]

"PromoSM" 🤤

[@lifecrunch]

There is nothing to promote here. Common practice.