• Understanding particle filter algorithms for localization

  • Importance sampling and resampling methods

  • Particle filter implementation for robust localization

  • Comparison of particle filter and Kalman filter approaches

  • Practical exercise: Implementing particle filter localization with sensor noise and occlusions