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humanactivityrecognition's Introduction

HumanActivityRecognition

Code to recognize activity from smartphone accelerometer and gyro scope data.

Create a folder 'input' and download files from this URL

https://archive.ics.uci.edu/ml/datasets/human+activity+recognition+using+smartphones

Confusion Matrix Test

Activity WALKING WALKING_UPSTAIRS WALKING_DOWNSTAIRS SITTING STANDING LAYING
WALKING 466 5 25 0 0 0
WALKING_UPSTAIRS 0 448 22 1 0 0
WALKING_DOWNSTAIRS 0 0 420 0 0 0
SITTING 0 0 0 416 69 6
STANDING 0 0 0 27 505 0
LAYING 0 0 0 0 0 537

What the data looks like

Result

What the 1st layer convolution output looks like

Result

humanactivityrecognition's People

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