Can you predict price moves with Machine Learning?

Yes, you can.

There are many academic papers proving that. I am using this method:

A novel hybrid method of forecasting crude oil prices using complex
network science and artificial intelligence algorithms
Authors: Minggang Wang, Longfeng Zhao, Ruijin Du, Chao Wang, Lin Chen, Lixin Tian1, H. Eugene Stanley
https://www.sciencedirect.com/science/article/abs/pii/S0306261918304860

Above method can be applied to all types of instruments: stocks, crypto, commodity. It comes down to map price to data fluctuation network. Then, apply AI models over such prepared data. If you are interested how to do it, I suggest you to research it by yourself, for example: https://www.mdpi.com/2227-7390/10/22/4361

What to do with predicted price?

It depends on what you doing. Maybe you are buying dollars and check if you should wait a bit?

Main use case is in trading. If you are trader or investor, I advise you research this topic.

See how I do it:

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