This link might be helpful:

https://gogul.dev/hardware/research-papers-vlsi-ml

I recommend to study Koza work on genetic programming. His work is seminal on the subject.

This link might be helpful:

https://gogul.dev/hardware/research-papers-vlsi-ml

I recommend to study Koza work on genetic programming. His work is seminal on the subject.

Jiří Kroc Thank you so much, Sir. It is very helpful.

Have a look at https://www.ijert.org/review-on-machine-learning-for-analog-circuit-design and https://bair.berkeley.edu/blog/2019/09/26/circuits/

There is a lot of interesting algorithms at the beginning, of this stream of research. Try to understand them. It is not definitely a waste of time as it helps understand better more advanced algorithms.

The more optimization methodologies you study, the better you understand your problem with analog circuitry.

Muhammad Ali Sir, Thank you so much. I will definitely go through it.

Jiří Kroc, yes sir. I have already gone through it and found it very interesting. Lots of resources are available. I am sure that definitely, I will get a sound perception with analog circuitry.

There is one researcher, I forgot the name, in the Czech Republic, Brno university, who is quite active in this area too. But Koza is the founder of the field. I recommend starting with him. He got some very interesting books. Good luck :-)

Thank you for your kind suggestion Jiří Kroc Sir. I follow a few of the researchers from Brno university. In the field of Analog Integrated circuits, they are quite well-known and certainly, I can get some idea from them, and it will be easier for me to start with. Thanks once again!

See this article

Review on Machine Learning for Analog Circuit Design

Isam Alkhalifawi Sir, thank you so much. I will go through it.

Agreed Jiří Kroc

Dear Shekhar Borah that is nice to hear that you find useful information and researchers. Good luck with your research.