Mathilde Bindslev / ML-mini-project Public

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ML-mini-project

Keyword spotting

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Data (670 samples)

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Cardboard.5d3tkn16.s12

ID: 1394858984

Label: Cardboard

Sample length: 1s

Cardboard.5d3tc6cb

ID: 1394276385

Label: Cardboard

Sample length: 1s

Metal.5ccrfs4u

ID: 1359412130

Label: Metal

Sample length: 1s

Metal.5d3uail0.s10

ID: 1394858860

Label: Metal

Sample length: 1s

Metal.5d3u9d48.s16

ID: 1394858886

Label: Metal

Sample length: 1s

Metal.5d3uail0.s2

ID: 1394858852

Label: Metal

Sample length: 1s

Cardboard.5d3t16ab

ID: 1394273430

Label: Cardboard

Sample length: 1s

Cardboard.5d3tkn16.s14

ID: 1394858986

Label: Cardboard

Sample length: 1s

Model accuracy, Impulse #1 (Unoptimized (float32))

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Validation set

93.0%

Test set

86.9%

On-device performance (Nvidia Jetson Nano, Unoptimized (float32))

Latency

5 ms.

Flash usage

36.0K

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On any device

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Dataset summary

Data collected

12m 38s

Sensor

audio @ 16KHz

Labels

Cardboard, Glass, Metal, Noise, Plastic

Project info

Project ID	556872
License	Apache 2.0
No. of views	12,465
No. of clones	0