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Human Activity Recognition With Python HAR迁移学习 主要是机器学习迁移方法 数据集很全 看excel

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py-har or Human Activity Recognition (HAR) With Python

This repository has various use-cases of activity recognition, applying different ML techniques for classification-tasks.

First, a survey on activity-recognition datasets

alt text

The Project's Structure

./Experiments

has a set of different scenarios that apply different transfer-learning techniques in activity-recognition datasets

./Unsupervised Domain Adaptation in HAR

is a collection of projects that apply this technique in HAR

./Unsupervised Domain Adaptation

is a collection of projects that apply this technique in different scenarios besides HAR

./Working With Datasets

handles the pre-processing of the datasets

Observation

The construction of the model must take into account the dependency between the collected signals, since they consist in a time-series. Therefore avoid typical cross-validation and apply techniques such as forward-chaining, leave-one-subject-out, cross-validation for time-series.
see more here:
https://stats.stackexchange.com/questions/14099/using-k-fold-cross-validation-for-time-series-model-selection https://robjhyndman.com/hyndsight/tscv/

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