Which model is best to use on this data?

Hi guys,

I am new to machine learning, I've took a few education courses and learned about it a bit from the internet.

I was wondering if you guys could help me with choosing which model would work best for the data I have, which looks like this:

I'm trying to make the most accurate prediction for the future change in highlighted in yellow in the end, the red rows aren't supposed to be features since they have no meaning.

I have been tying to fit models using the regression learner, the one with the highest R-square and lowest RMSE was an Ensemble - Bagged Trees.

It seems like a lot of the rows were useless using that model and didn't contribute to the fitting.

I'm trying to use the deep learning toolbox to

I have the machine learning and deep learning toolboxes.

Would love some help on what would be the best way to fit data like that!

Thank you!