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sandy4321's Projects

hse_se_ml icon hse_se_ml

Materials for course "Data Analysis" for Software Engineering in HSE

htm icon htm

A Python/Numpy implementation of Hierarchical Temporal Memory (WIP)

htm-python icon htm-python

Implementation of Numentia's Hierarchical Temporal Memory

html2json icon html2json

Lightweight library that converts a HTML webpage to JSON data using a template defined in JSON.

htnorm icon htnorm

Fast Simulation of Hyperplane-Truncated Multivatiate Normal Distributions

human-activity-recognition-using-recurrent-neural-nets-rnn-lstm-and-tensorflow-on-smartphones icon 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.

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