Build a Map Prediction Model [R]

Hi all,

I have a lot of 3-dimensional data maps (x, y coordinates for the position and a z-value at each point).

They are all kind of similar and look like this: [Picture](https://2.bp.blogspot.com/-rrSITdyGsWk/WRqDG_MM5FI/AAAAAAAAR_s/q-2eq6UoyF0l1SJO3pbSNoOUIW2kZTxvACLcB/s1600/efficiency_map_2.jpg)

Now, I want to build a model that can predict the entire heatmap based on just a few input vectors from x, y, and z.

What architecture is suitable for my project, and how should training proceed?

architecture build data heatmap machinelearning map maps prediction project value vectors