I can see the Mellanox devices with that 4.17.0-1001-azure kernel.

I installed the new kernel:

sudo dpkg -i linux-
modules-4.17.0-1001-azure_4.17.0-1001.2~lp1794477_amd64.deb linux-
modules-extra-4.17.0-1001-azure_4.17.0-1001.2~lp1794477_amd64.deb linux-
image-unsigned-4.17.0-1001-azure_4.17.0-1001.2~lp1794477_amd64.deb

Fixed the missing depencies with:

sudo apt --fix-broken install

Updated grub just in case:

sudo update-grub

I rebooted and I see the devices:

ubuntu@lp1794477:~$ uname -a
Linux lp1794477 4.17.0-1001-azure #2~lp1794477 SMP Tue Nov 20 22:40:04 UTC 2018 
x86_64 x86_64 x86_64 GNU/Linux

ubuntu@lp1794477:~$ dmesg | grep -i mella
[    5.534382] mlx4_core: Mellanox ConnectX core driver v4.0-0
[    5.564313] <mlx4_ib> mlx4_ib_add: mlx4_ib: Mellanox ConnectX InfiniBand 
driver v4.0-0
[    5.588721] mlx4_en: Mellanox ConnectX HCA Ethernet driver v4.0-0

ubuntu@lp1794477:~$ lspci | grep -i mell
ae9f:00:02.0 Ethernet controller: Mellanox Technologies MT27500/MT27520 Family 
[ConnectX-3/ConnectX-3 Pro Virtual Function]

ubuntu@lp1794477:~$ lsmod | grep -i mlx
mlx4_en               114688  0

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https://bugs.launchpad.net/bugs/1794477

Title:
  Accelerated networking (SR-IOV VF) broken in 18.10 daily

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