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Ayuni Mohamed's Projects

detr icon detr

End-to-End Object Detection with Transformers

falldetection icon falldetection

This repository is a collection of deep learning models created to detect potentially life threatening falls in videos. Models are written in python and utilize tensorflow, pandas and numpy. The most successful model uses the popular 'OpenPose' library to perform feature extraction of humans in videos, and then uses a CNN/LSTM framework to predict is a person is experiencing a potentially fatal fall.

fraud-detection icon fraud-detection

Credit Card Fraud Detection using ML: IEEE style paper + Jupyter Notebook

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.

lstm-attention icon lstm-attention

Attention-based bidirectional LSTM for Classification Task (ICASSP)

models icon models

Models and examples built with TensorFlow

optic-nerve-cnn icon optic-nerve-cnn

Code repository for a paper "Optic Disc and Cup Segmentation Methods for Glaucoma Detection with Modification of U-Net Convolutional Neural Network"

rcnn icon rcnn

Step-By-Step Implementation of R-CNN from scratch in python

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