đź§  2D Point-Robot Navigator

This project is not simple classification problem, but it’s actually a spatial reasoning + temporal planning problem.

Problem Statement

Learn a policy π that maps robot sensing to actions that reach a goal without collisions in cluttered 2D worlds. All the project code can be found here Github Code

Training Data Quality

What your robot KNOWS (21 features):

  • 3Ă—3 local perception (where obstacles are nearby)
  • Last 3 actions (where it’s been) What your robot DOESN’T KNOW:
  • ❌ Goal location
  • ❌ Global environment layout
  • ❌ Optimal path direction
  • ❌ Distance to goal