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Tutorial - Syntiant TinyML Circular Motion

About this project

Detect clockwise circular motions using your Syntiant TinyML board. The Neural Network is trained on data from both gyroscope and accelerometer, sampled at 100 Hz.

Data (37 samples)

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EI_raw_1ta_inference_tankptr_0.csv.2ubkj18i

ID: 98284098

Label: z_openset

Sample length: 10s

EI_raw_2ta_inference_tankptr_8.csv.2ubkhaoq

ID: 98284110

Label: circularClockwise

Sample length: 8s

EI_raw_3ta_inference_tankptr_5.csv.2ubkj21o

ID: 98284093

Label: z_openset

Sample length: 10s

EI_raw_3ta_inference_tankptr_2.csv.2ubkj22s

ID: 98284089

Label: z_openset

Sample length: 10s

EI_raw_1ta_inference_tankptr_4.csv.2ubkj15e

ID: 98284101

Label: z_openset

Sample length: 10s

EI_raw_3ta_inference_tankptr_3.csv.2ubkj21b

ID: 98284091

Label: z_openset

Sample length: 10s

EI_raw_2ta_inference_tankptr_2.csv.2ubkj1n6

ID: 98284096

Label: z_openset

Sample length: 10s

EI_raw_2ta_inference_tankptr_1.csv.2ubkj166

ID: 98284100

Label: z_openset

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

99.8%

Test set

91.7%

On-device performance (Cortex-M7 216MHz, Quantized (int8))

Latency

7 ms.

Peak RAM usage

3.3K

Flash usage

419.9K

Run this model

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Dataset summary

Data collected

5m 56s

Sensors

gyrX, gyrY, gyrZ, accX, accY, accZ @ 100Hz

Labels

circularClockwise, z_openset

Project info

Project ID	102981
Project version	2
License	BSD 3-Clause Clear
No. of views	27,405
No. of clones	69