Path of Exile Machine Learning

Set of Python scripts to train models on Path of Exile stuff using Tensorflow.

Models

List of the current models :

Currency Type (e.g. It's a chaos orb) (Most used ones in trade for now)
Stack Size (e.g. It's a stack of 12 currency) (Up to 40)
Item Links (e.g. It's a 5L item) (2L, 3L, 4L, 5L, 6L, no link)
Item Sockets (e.g. It's 4 sockets item) (1S, 2S, 3S, 4S, 5S, 5S, no socket)
Socket Color (e.g. That socket is blue) (Blue, Red, Greeb, White, Abyssal)

Examples

Show the image:

Models anwser:

It's a ancient_orb. The stack size is 2.

Show the image:

Models anwser:

It's a 5L and 6S item. Socket colors are green, red, red, green, red, blue.

Requirements

Python 3.x

If you want to train on the GPU (it's a lot faster, then on the CPU) :

CUDA Toolkit (NVIDIA Computing Toolkit)
cuDNN (NVIDIA CUDA Deep Neural Network library)