waronxmas t1_is9gxzz wrote on October 14, 2022 at 7:43 AM

I will consult your company on ML Ops architecture at the rate of $1000/hr.

lifesthateasy OP t1_is9jad4 wrote on October 14, 2022 at 8:18 AM

You're very funny. I am asking for online resources where I can learn, not asking to pay someone to do it for me.

waronxmas t1_is9kwuk wrote on October 14, 2022 at 8:42 AM

I’m being pithy, but the real answer is that it’s still a very frothy space and the specific tools you should choose is an extremely nuanced decision based on the specifics of your business problem, data characteristics, organizational processes, etc.. So if you’re at the point where ML really matters—it’s a committed investment for some production critical use-case—you should be looking to hire someone with hard won experience.

If you’re just getting started and looking for proof of concepts, you’re probably over-thinking it. Choose what is easiest to get up and running which means please do not adopt two cloud providers. Then if it goes well, don’t over-extend yourself on the prototype infrastructure and take a pause to evaluate the specific needs for productionization. That will either be a good jumping off point to dive-deep on a few specific ML ops solutions out of the literal billions of garbage products out there that aren’t worth learning about. Or you might hire someone to point you at the right things.

lifesthateasy OP t1_is9nsdz wrote on October 14, 2022 at 9:24 AM

As I said, I'm not going to be the one building the whole system. We'll hire someone for that. I'd just like to get basic knowledge to even be able to tell what skills to hire for/how to test candidates and what architectures are available.

emotional_nerd_ t1_isa692t wrote on October 14, 2022 at 12:48 PM

The author of the previous post is right. I get what you mean, you are making an effort to gather adequate knowledge to lead a great team. Here's the trouble, adequate knowledge of the tools will likely not help your commerce while making decisions.

lifesthateasy OP t1_isab09z wrote on October 14, 2022 at 1:25 PM

That's fine and all. But I'll be miles ahead if they say "hey today I'm gonna configure the istio gateways so that you can connect remotely to the dex auth service" and I'll be able to understand it.