Edge Impulse Inc. / LGBM Random Forest Classification Public

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LGBM Random Forest Classification

Accelerometer

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Data (223 samples)

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wave.wave0.rsi2kg2

ID: 846161504

Label: wave

Sample length: 10s

updown.0.11f6sjvv

ID: 846161587

Label: updown

Sample length: 5s

updown.1ji5aurk.ingestion-9bdb66f96-chv57

ID: 846161564

Label: updown

Sample length: 3s

updown.1hmv6dfb.ingestion-6cb795478d-wfkj8

ID: 846161569

Label: updown

Sample length: 3s

updown.22jv1f8m.ingestion-5678c5b4c4-8qp2m

ID: 846161536

Label: updown

Sample length: 3s

fistbump.testing.5.12bn9g3h

ID: 846161641

Label: fistbump

Sample length: 5s

idle.2.12bmqclq

ID: 846161637

Label: idle

Sample length: 5s

updown.1li634ht.ingestion-c5cbfbbcc-qwj9f

ID: 846161559

Label: updown

Sample length: 3s

Model accuracy (Unoptimized (float32))

Validation set

99.5%

Test set

96.4%

On-device performance (Cortex-M7 216MHz, Unoptimized (float32))

Latency

6 ms.

Peak RAM usage

5.5K

Flash usage

38.1K

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Dataset summary

Data collected

23m 21s

Sensors

accX, accY, accZ @ 62.5Hz

Labels

drink, fistbump, idle, snake, updown, wave

Project info

Project ID	245576
Project version	3
License	BSD 3-Clause Clear
No. of views	31,433
No. of clones	12