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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_2ta_inference_tankptr_6.csv.2ubkh9b8

ID: 98284112

Label: circularClockwise

Sample length: 8s

EI_raw_2ta_inference_tankptr_3.csv.2ubkj23o

ID: 98284090

Label: z_openset

Sample length: 10s

EI_raw_3ta_inference_tankptr_0.csv.2ubkhaba

ID: 98284111

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_3ta_inference_tankptr_5.csv.2ubkhcdk

ID: 98284105

Label: circularClockwise

Sample length: 9s

EI_raw_2ta_inference_tankptr_0.csv.2ubkj0lc

ID: 98284102

Label: z_openset

Sample length: 10s

EI_raw_3ta_inference_tankptr_3.csv.2ubkhbmv

ID: 98284107

Label: circularClockwise

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

On any device

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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	21,607
No. of clones	63