n_layers int64 | n_samples int64 | n_classes int64 | label_names list | pca_components int64 | c_regularization float64 | layers dict | noise_floor dict | summary dict |
|---|---|---|---|---|---|---|---|---|
36 | 100 | 7 | [
"climate.set_temperature",
"cover.open_cover",
"light.set_brightness",
"light.turn_off",
"light.turn_on",
"lock.lock",
"scene.turn_on"
] | 50 | 1 | {
"0": {
"balanced_accuracy": 0.93,
"ci_low": 0.86,
"ci_high": 0.99,
"fold_scores": [
0.8,
1,
0.95,
0.9,
1
],
"pca_explained_variance": 0.9614
},
"1": {
"balanced_accuracy": 0.92,
"ci_low": 0.87,
"ci_high": 0.97,
"fold_scores": [
0.85,
... | {
"0": {
"balanced_accuracy": 0.14,
"ci_low": 0.08,
"ci_high": 0.2002,
"fold_scores": [
0.1,
0.25,
0.1,
0.2,
0.05
],
"pca_explained_variance": 0.9614
},
"1": {
"balanced_accuracy": 0.15,
"ci_low": 0.09,
"ci_high": 0.21,
"fold_scores": [
0... | {
"peak_layer": 31,
"peak_balanced_accuracy": 0.96,
"noise_floor_at_peak": 0.09,
"delta_above_noise": 0.87,
"signal_strength": "strong",
"total_time_s": 107.9
} |
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