Machine Learning device for master thesis

Hi all, I am a master-degree studenti of Data Science.
I world like to start a thesis by Building an Arduino device that can predict something throw a machine Learning algorithm.
I Need some ideas on what to perform, such as medical iot device to predict obesity, mild cognition impairment detection, miscarriage detection, but also something about smart agricolture like smart pot or plant illness detection of something else.
Can you please share some of your idea?
Thank you all in Advance.

Very little out in the wild about "Arduino" and machine learning: I suspect because until recently most microcontrollers were lacking sufficient SRAM and flash storage to be credible in the area.
"arduino" machine learning - Google Search

Arduino ecosystem lacks an OS; I personally think of them as state machines and glue-logic and sensor interfaces. That said, let see what our forum community will add in their responses :upside_down_face:

Ray

Everything I read tells me that you need a lot of RAM and disk to train an ML model, so you would need to do that part on a PC or server. Whether the resulting model is something you could run on a high spec Arduino type device like a Teensy 4.1, is not clear to me.

In any event, what's the advantage of running ML on a micro controller when your PC can do it so much more easily?

Why do you specifically want to make an Arduino device?

Use of an Arduino drastically limits your choices for the type and amount of data input needed for the problem.

As I recall, most of "machine learning" is having the program modify it's own code in order to reach a goal. Most Arduino machines cannot modify it's own code.

In almost all ML cases, weights in RAM are modified during the learning process, not the code.

Here is an excellent ML tutorial that runs on any Arduino: Arduino Neural Network

It is a simple image recognition example: seven segment display image input to decimal digit output.

Have a look at NVIDIAs Jetson Nano, cheap and very capable.

Because the subject that i choose talks about arduino

I Need to do something related to Arduino and ML due ti my degree course, but i Need some idea on how to developer It.

Thank you! This is something that i would do. However i Need some idea !

Hi, thank you. However the problem isn't the board, because professor Will help me in that. I Need some idea to propose