POP

prediction on prediction

features are:

ETA

week day

on or off

day time bucket

h3 index source and destination

Runs

nn.Linear(5, 4), nn.ReLU(), nn.Linear(4, 3), nn.ReLU(), nn.Linear(3, 2), nn.ReLU(), nn.Linear(2, 1)

version_0:

estimated y tensor([1096.6790], grad_fn=) real y 1556

version_2:

without normalization estimated y tensor([3.1729e+08], grad_fn=) real y 1556

nn.Linear(5, 4), nn.ReLU(), nn.Linear(4, 3), nn.ReLU(), nn.Linear(3, 3), nn.ReLU(), nn.Linear(3, 2), nn.ReLU(), nn.Linear(2, 1)

version_3:

estimated y tensor([838.9238], grad_fn=) real y 1556

nn.Linear(5, 3), nn.ReLU(), nn.Linear(3, 2), nn.ReLU(), nn.Linear(2, 1)

version_4:

estimated y tensor([1151.5865], grad_fn=) real y 1556