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In a broad sense, Changing your domain might not be a good idea, especially if you want to move to a career of AI and MI. To be diplomatic, listing the pros and cons of both would be appropriate to this question.
Pros
It would be a very interesting area to learn new things every day.
It is full of mathematics, and the concepts are to be imagined.
It is currently in high demand, and you will be getting a scientist tag sometime later, so that will be a cherry on the top.
The relief from On-call operations since this is predominantly to research and explore oriented work.
Cons
It is Over-Hyped beyond proportions and is a tulip bubble of the job market in today's world
You need to have a master degree at least to climb up the corporate ladder.
The entire field itself has hit a roadblock; there is nothing new after deep learning. It is just changing architecture to get performance gains.
The actual work is not that great. It is mostly working with data, that too really bad data, SQL queries, cleaning data, actually 90% the work is data related. It is to be noted that in ML, this data problem exists a lot.
This particular field has been saturated, and there are many new entrants, and Master degree holders are filled.
More importantly, you will lose three years of experience in JAVA!
So lastly, it is best to take a course and understand the concepts in mathematics and to read books on artificial intelligence.
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