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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updown.209998ej.ingestion-76847c498b-8xkt8

ID: 846161532

Label: updown

Sample length: 3s

wave.testing.1.10ngrtpn

ID: 846161508

Label: wave

Sample length: 10s

idle.0.10ng3tq6

ID: 846161639

Label: idle

Sample length: 10s

updown.1hrhnlgt.ingestion-57796c7444-68z5n

ID: 846161568

Label: updown

Sample length: 3s

updown.1jt74h64.ingestion-6c5775b99d-5l54j

ID: 846161563

Label: updown

Sample length: 3s

fistbump.1.12bmrhn0

ID: 846161648

Label: fistbump

Sample length: 5s

updown.1m1kvo8h.ingestion-fd776b99d-mnf5r

ID: 846161558

Label: updown

Sample length: 3s

fistbump.3.12blhg6i

ID: 846161664

Label: fistbump

Sample length: 5s

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	35,614
No. of clones	14