Sensor Dataset Collection

Sensor Dataset Collection for Machine Learning.

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Image, NLP etc. major domain of machine learning has many famous dataset. For example, MNIST, CIFAR series, PTB dataset. However, Machine learning using sensor data does not have such a famous dataset.

Purpose

Machine Learning using sensor-data will become an important field in the future, However, there is no easy way to access the data sets, nor is there a well-known data set.

Purpose of this project is to provide 3 applications.

• Sensor Dataset Loader
• Preprocessing function for sensor data.
• Examples using sensor data

Installation

Before install SensorDatasetCollection, please create virtual environment such as Conda or pipenv

git clone https://github.com/KawashimaHirotaka/SensorDatasetCollection.git
cd SensorDatasetCollection/
pip install .

or

git clone https://github.com/KawashimaHirotaka/SensorDatasetCollection.git
cd SensorDatasetCollection/
python setup.py install

Usage

import sdc

(x_train, y_train), (x_test, y_test) = sdc.datasets.uci.load_har()