What is MLOps?

It takes a lot of time, effort, and money to train a machine learning model. And yet a majority of models that are trained and developed never actually make it to production. What can be done to lower the cost and frustration of ML model development? Automation! Otherwise known as MLOps, it's modeled after the same practices as devOps that have led to faster code development at lower cost. In this video, David Adeyemi explains what got us here and where to go next.

#mlops #ai #watsonx #devops #machinelearning

[MrKane]

This was great. We are going to be building an Data Platform aimed at ML workflows, so this explanation really helps me thing of the downstream elements we need after the basic data infrastructure.

[boseashish]

after a few videos (skipping) I got what I needed in this video. Great presentation and topic well explained.

[afshink]

Thanks a lot! His explanations were very clear and concise!

[Gamma_Pan]

IBM Technology is starting to become my favourite channel.

[NK-iwrq]

This brilliant young man did a great job with his explanation !

[DiogoBaeder]

Awesome video, guys, and kudos for David for the geeky charisma! I'm starting to learn MLOps and will definitely look at more of his MLOps material here :-)

[RajivMukul]

Thanks for the tutorial.Can you please tell me in which scenarios python scripting is used in MLOps workflow apart from building a model .Also in which cases we use bash.Basically want
to know how much scripting is needed in MLOps apart from building a model.

[williamrodriguez]

Lol, 'liked' just so he could get another month on the GPU server 😂

[agx]

Nicely explained, but can someone give me a better distinction between DevOps and MLOps

[rafaeel]

Kudos to this brilliant guy, amazing explanation and comparison. We want more! <3

[CHY]

Can you pleaseee make a video on as400 or iseries servers especially power 7 ? Would like to know more about that hardware. Also how the disks are connected to it, as well as tape library etc. and other related hardware components that make up iseries servers.

[Anas-guqg]

So, let me recap: First they made you lose 1 month of your team's work. Then, they made you do this video to chase likes, in the hopes of putting you in the same situation that led to losing your progress with no results. I recommend you change departments! 🙂

[aron]

How on earth does a company like IBM not have source control and 'loses notebooks' when a server is shut down. Kind of a self report.

[covelus]

Very nice summary...
But, what's your t-shirt about? Is the bee anything related to Georgia Tech?

[jorgeguberte]

Ok, who's circling on the board? I know the board but i never saw it automatically circling anything

[sitrakaforler]

Give that GPU to those poor kids hahaha

Great vidéo tho !

[waynelast]

Would like a simplified explanation for less experienced or brand new people.

[kingki]

So ML ops is only good if you wanna do different model comparasion and have big deployment.

[RoksanaJahan-dy]

Taylor Kevin Walker Thomas Perez Jeffrey

[VidarrKerr]

I wish "MLops" didn't sound so stupid. I guess it could be worse if it were "M Lops".