@kscharan, you can get started checking the resources at ROS 2 Hardware Acceleration Working Group · GitHub. Then, watch the first two HAWG group meetings and review the resources:
Stay tuned for upcoming ones and open a ticket at GitHub - ros-acceleration/community: WG governance model & list of projects if you have any ideas/projects where you’d like to contribute.