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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off.2fc5vr7r.ingestion-fbbb6647-xwn6n.cbor.2rreodla

ID: 77605261

Label: off

Sample length: 3s

nominal.2fc2elnv.ingestion-fbbb6647-xwn6n.cbor.2rreocb8

ID: 77605334

Label: nominal

Sample length: 3s

nominal.2fc28ofc.ingestion-fbbb6647-xlhc8.cbor.2rreocg4

ID: 77605317

Label: nominal

Sample length: 3s

nominal.2fc2eaar.ingestion-fbbb6647-l5h5r.cbor.2rreocba

ID: 77605337

Label: nominal

Sample length: 3s

nominal.2fc1e24a.ingestion-fbbb6647-l5h5r.cbor.2rreoc96

ID: 77605339

Label: nominal

Sample length: 3s

off.2fc1q2ea.ingestion-fbbb6647-l5h5r.cbor.2rreodih

ID: 77605276

Label: off

Sample length: 3s

nominal.2fc1dodt.ingestion-fbbb6647-xwn6n.cbor.2rreocb6

ID: 77605330

Label: nominal

Sample length: 3s

off.2fc1tu2s.ingestion-fbbb6647-l5h5r.cbor.2rreodip

ID: 77605265

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	2,368
No. of clones	11