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https://github.com/girishp92/human-activity-recognition-using-recurrent-neural-nets-rnn-lstm-and-tensorflow-on-smartphones
This was my Master's project where i was involved using a dataset from Wireless Sensor Data Mining Lab (WISDM) to build a machine learning model to predict basic human activities using a smartphone accelerometer, Using Tensorflow framework, recurrent neural nets and multiple stacks of Long-short-term memory units(LSTM) for building a deep network. After the model was trained, it was saved and exported to an android application and the predictions were made using the model and the interface to speak out the results using text-to-speech API.
https://github.com/girishp92/human-activity-recognition-using-recurrent-neural-nets-rnn-lstm-and-tensorflow-on-smartphones
android-application androidstudio deep-learning hidden-units human-activities lstm-neural-networks machine-learning pickle proof-of-concept pycharm-ide python3 rnn-tensorflow scikit-learn smartphone-accelerometer
Last synced: 2 days ago
JSON representation
This was my Master's project where i was involved using a dataset from Wireless Sensor Data Mining Lab (WISDM) to build a machine learning model to predict basic human activities using a smartphone accelerometer, Using Tensorflow framework, recurrent neural nets and multiple stacks of Long-short-term memory units(LSTM) for building a deep network. After the model was trained, it was saved and exported to an android application and the predictions were made using the model and the interface to speak out the results using text-to-speech API.
- Host: GitHub
- URL: https://github.com/girishp92/human-activity-recognition-using-recurrent-neural-nets-rnn-lstm-and-tensorflow-on-smartphones
- Owner: girishp92
- Created: 2017-09-12T21:50:03.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2017-09-25T23:14:22.000Z (over 7 years ago)
- Last Synced: 2025-01-04T21:37:06.908Z (3 days ago)
- Topics: android-application, androidstudio, deep-learning, hidden-units, human-activities, lstm-neural-networks, machine-learning, pickle, proof-of-concept, pycharm-ide, python3, rnn-tensorflow, scikit-learn, smartphone-accelerometer
- Language: Python
- Homepage:
- Size: 139 MB
- Stars: 85
- Watchers: 9
- Forks: 37
- Open Issues: 1