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Eric Liu's Projects

ae_ts icon ae_ts

Auto encoder for time series

awesome-rnn icon awesome-rnn

Recurrent Neural Network - A curated list of resources dedicated to RNN

caldera icon caldera

Scalable Automated Adversary Emulation Platform

cmps-242 icon cmps-242

Github for CMPS 242 (Machine Learning) course work.

dask-searchcv icon dask-searchcv

Tools for performing hyperparameter search with Scikit-Learn and Dask

deep_cyber icon deep_cyber

A recurrent neural network trained with tweets from #cyber #security companies

godot icon godot

Godot Engine – Multi-platform 2D and 3D game engine

hack-night icon hack-night

Hack Night is an open weekly training session run by the OSIRIS lab.

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.

kube-hunter icon kube-hunter

Hunt for security weaknesses in Kubernetes clusters

lstm-anomaly-detect icon lstm-anomaly-detect

Example code for neural-network-based anomaly detection of time-series data (uses LSTM)

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