Carlos / Anomaly Detection Public

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Anomaly Detection

Accelerometer

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Data (547 samples)

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0315

ID: 143087248

Label: normal

Sample length: 1s

0236

ID: 143087294

Label: normal

Sample length: 1s

0436

ID: 143087055

Label: normal

Sample length: 1s

0457

ID: 143086953

Label: normal

Sample length: 1s

0418

ID: 143087292

Label: normal

Sample length: 1s

0166

ID: 143087146

Label: normal

Sample length: 1s

0070

ID: 143087208

Label: normal

Sample length: 1s

0022

ID: 143086907

Label: anomaly

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

98.9%

Test set

100.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

1 ms.

Peak RAM usage

4.7K

Flash usage

29.4K

Run this model

On any device

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Dataset summary

Data collected

9m 7s

Sensors

accX, accY, accZ @ 200Hz

Labels

anomaly, normal

Project info

Project ID	145382
Project version	2
License	Apache 2.0
No. of views	25,994
No. of clones	8