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Early Stopping Example in Expert Mode

Keyword spotting

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Data (1,272 samples)

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output000000037

ID: 816357947

Label: Background

Sample length: 3s

output000000799

ID: 816357235

Label: Background

Sample length: 3s

output000000052

ID: 816357598

Label: Background

Sample length: 3s

output000000242

ID: 816357731

Label: Background

Sample length: 3s

output000001009

ID: 816357364

Label: Background

Sample length: 3s

output000000378

ID: 816357817

Label: Background

Sample length: 3s

output000001180

ID: 816357050

Label: Background

Sample length: 3s

output000001044

ID: 816357405

Label: Background

Sample length: 3s

Model accuracy, Time series data, Audio (MFE), Classification (Keras) #1 (Unoptimized (float32))

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Validation set

99.6%

Test set

99.9%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

187 ms.

Peak RAM usage

19.7K

Flash usage

32.3K

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Dataset summary

Data collected

1h 3m 7s

Sensor

audio @ 44.1KHz

Labels

Background, Glass_Breaking

Project info

Project ID	346976
Project version	1
License	BSD 3-Clause Clear
No. of views	178,142
No. of clones	3