@Luca_Zanetti , I think the problem here is with CUDA & cuDNN version.
You can see here 16 the corresponding supported CUDA & cuDNN versions for each version of tensorflow.
After installing CUDA & cuDNN, you can check whether your tensorflow uses GPU or not with below command.
python -c "import tensorflow as tf; print(assert tf.test.is_gpu_available())"