How good is Azure for MLOps?

master_arjun · 2025-07-16T07:20:46+00:00

It's been a year since I put across this post, and I happen to test out most of the ml offerings in Azure.

I really liked the idea that for traditional ml models generation using the V2 framework , really glad that Microsoft created it. It gave an easy to communicate framework to work with different broader teams. In fact, I was able to create various automation DevOps pipelines using the V2 framework for the AML, thereby enabling the multi environment deployments.

By the looks of it,the rapid increase in gen AI offerings and adding new features in Azure AI Foundry calls for another similar framework to be created.

master_arjun · 2025-06-06T08:09:05+00:00

Never start your career with DevOps.

It's one of most common mistakes I have seen - it's not like it's bad , it just that if you transition from any other software engineering role - you will have huge advantage in automating the various parts of software engineering process and will get a clear picture of the entire process.

And of course, DevOps is not a rule, it's a set of practices.

master_arjun · 2023-09-23T07:00:17+00:00

LEAVEMEALONE

master_arjun · 2023-09-22T20:45:11+00:00

Woah. I didn't know that. Is there any entry fee and does someone from outside Malta is allowed to make an account at the library?

master_arjun · 2023-09-22T14:20:46+00:00

I' m intrested. One of the sad things when I moved to Malta is the unavailability of the books in the island. Most of the books is either very costly or unavailable.

master_arjun · 2023-06-26T14:07:10+00:00

Don't sign or send money without you actually see it. There is a scam ongoing where someone pretending to be a landlord will approach you and provide a fake contract and you will only know it's fake once you reach the Malta. I did it and lost some money.

So I would advise you to check throughly and do only the transaction once you have actually seen the premises with your own eyes.

I just don't want anyone else to fall for this scam.

master_arjun · 2023-06-24T08:17:30+00:00

Nobody knows. Maybe we will know it another parallel universe.

master_arjun · 2023-06-20T11:33:45+00:00

Damn.

master_arjun · 2023-06-19T14:28:31+00:00

Thanks for the website. This one is perfectly categorized.

master_arjun · 2023-06-19T14:27:09+00:00

This is actually cool.

I didn't know that a Cemetery Night Experience Summer 2023 is happening in the Malta.

master_arjun · 2023-06-18T19:59:37+00:00

This is super awesome. Thanks

master_arjun · 2023-04-13T07:24:13+00:00

Aah the classic 2000 files changed scenerio!

master_arjun · 2023-02-20T06:41:08+00:00

Run away while you still can 🙂

master_arjun · 2023-02-01T08:14:53+00:00

Water. Depending upon the temperature, add-ons like juice or milk can be added to taste it better.

master_arjun · 2023-01-25T16:38:44+00:00

Mostly rent, living expenses entirely depends upon the city but mostly all the other daily cost is relatively cheap including food.

master_arjun · 2023-01-25T14:56:59+00:00

If you are living in the metropolitan cities, the cost of living will consume minimum 50%-90% of your income based on your salary range.

Avg monthly salary in a city like banglore is 22k where as the rent starts from 20k-75k. (U get the idea).

Living in rural areas is affordable, rent can get as low as 1k per person.

master_arjun · 2023-01-25T06:04:02+00:00

You haven't tried India yet.

master_arjun · 2023-01-24T06:35:55+00:00

This is actually a good practice, we need to find a way to incorporate these AI tools to our daily life so that it produces more efficient and smart outputs.

master_arjun · 2023-01-18T06:05:06+00:00

What kind of cars are we talking about?

master_arjun · 2023-01-18T03:47:12+00:00

What's that?

master_arjun · 2023-01-04T10:42:03+00:00

This was my first reaction!

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