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Steampunk robot artwork from the book
Robotics & Perception · Section 4.4

Localization

Bayes filtering, particles, least squares, and Kalman smoothing

Compare with the notebook’s Python example

Cell numbers below are zero-based indices in the notebook. For live experiments, browser calculations use the same stated parameters; seeded random realizations and pedagogical extensions are identified in the experiment.