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.1jt74h64.ingestion-6c5775b99d-5l54j

ID: 846161563

Label: updown

Sample length: 3s

fistbump.0.12vtbh4u

ID: 846161656

Label: fistbump

Sample length: 5s

unlabeled.updown.25dv57p2.ingestion-5577768484-j5dmj

ID: 846161593

Label: -

Sample length: 3s

unlabeled.updown.23n8sdio.ingestion-75d65f8bf8-v25tg

ID: 846161597

Label: -

Sample length: 3s

fistbump.3.12bh6mav

ID: 846161661

Label: fistbump

Sample length: 5s

updown.1tjreijd.ingestion-99d59679d-l7kss

ID: 846161551

Label: updown

Sample length: 3s

wave.wave15.rsi2lnp

ID: 846161489

Label: wave

Sample length: 10s

idle.idle14.rsi2dqo

ID: 846161622

Label: idle

Sample length: 10s

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	34,618
No. of clones	14