Jenny Plunkett / TinyML Talks - Fan Anomaly Detection Public

Target: Cortex-M4F 80MHz Clone this project

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TinyML Talks - Fan Anomaly Detection

Accelerometer

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Data (108 samples)

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nominal.2fc247qd.ingestion-fbbb6647-xlhc8.cbor.2rreocgd

ID: 77605306

Label: nominal

Sample length: 3s

off.2fc1sl0o.ingestion-fbbb6647-xwn6n.cbor.2rreodik

ID: 77605263

Label: off

Sample length: 3s

nominal.2fc23prh.ingestion-fbbb6647-xwn6n.cbor.2rreocfv

ID: 77605315

Label: nominal

Sample length: 3s

nominal.2fc2f2ff.ingestion-fbbb6647-xwn6n.cbor.2rreocb7

ID: 77605331

Label: nominal

Sample length: 3s

nominal.2fc25fjc.ingestion-fbbb6647-l5h5r.cbor.2rreocg3

ID: 77605307

Label: nominal

Sample length: 3s

nominal.2fc22uqf.ingestion-fbbb6647-l5h5r.cbor.2rreocfh

ID: 77605318

Label: nominal

Sample length: 3s

nominal.2fc2dbie.ingestion-fbbb6647-xlhc8.cbor.2rreocbb

ID: 77605329

Label: nominal

Sample length: 3s

off.2fc604h5.ingestion-fbbb6647-xwn6n.cbor.2rreodma

ID: 77605253

Label: off

Sample length: 3s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

77.5%

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

Latency

12 ms.

Peak RAM usage

8.1K

Flash usage

20.0K

Run this model

On any device

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Dataset summary

Data collected

5m 24s

Sensors

accX, accY, accZ @ 100Hz

Labels

nominal, off

Project info

Project ID	81243
Project version	1
License	BSD 3-Clause Clear
No. of views	2,367
No. of clones	11