satwikshreshth1 commited on
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4c79f2f
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1 Parent(s): dbae194

Add trained model

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Files changed (2) hide show
  1. model_meta.json +31 -0
  2. rf_model_tuned.pkl +3 -0
model_meta.json ADDED
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+ {
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+ "feature_cols": [
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+ "pid_error",
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+ "pid_error_prev",
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+ "pid_error_delta",
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+ "pid_derivative",
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+ "ir_centroid",
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+ "ir_spread",
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+ "ir1_inv",
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+ "ir2_inv",
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+ "ir3_inv",
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+ "ir4_inv",
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+ "ir5_inv",
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+ "left_speed",
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+ "right_speed",
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+ "speed_diff",
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+ "loop_dt"
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+ ],
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+ "target_col": "next_error",
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+ "n_estimators": 328,
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+ "max_depth": 22,
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+ "min_samples_leaf": 9,
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+ "max_features": "sqrt",
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+ "train_runs": 80,
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+ "test_runs": 20,
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+ "original_rmse": 0.018756,
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+ "tuned_rmse": 0.018731,
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+ "tuned_mae": 0.008295,
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+ "best_optuna_trial": 22,
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+ "optuna_trials": 50
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+ }
rf_model_tuned.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:92e811ed43def8e962d3bf2bb371eff3260865c22d5817786376b4fdb9df1217
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+ size 431729752