Discover tamerthamoqa/CDND-Capstone-Project Open Source project

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tamerthamoqa

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This is a repository for the fifth and final project in the AWS Cloud DevOps Engineer Udacity Nanodegree (Capstone Project). Deploys a Deep Learning API Microservice using the Amazon Elastic Kubernetes Service on GPU virtual machines. The deployed containers would automatically utilize the available GPU resources.

facenet-pytorch-glint360k

A PyTorch implementation of the 'FaceNet' paper for training a facial recognition model with Triplet Loss using the glint360k dataset. A pre-trained model using Triplet Loss is available for download.

Python

227

facenet-realtime-face-recognition

A small-scale flask server facial recognition system, using a pre-trained facenet model with real-time web camera face recognition functionality, and a pre-trained Multi-Task Cascading Convolutional Neural Network (MTCNN) for face detection and cropping.

Python

cic-ids-2018-intrusion-detection-classification

Baseline experiments on training a Decision Tree Classifier and a Random Forest Classifier using Grid Search with Cross Validation on the CIC IDS 2018 dataset for training Machine Learning network intrusion detection classifier models.

Jupyter Notebook

3D-mri-brain-tumour-image-segmentation-medical-decathlon-tensorflow

Code repository for training a brain tumour U-Net 3D image segmentation model using the 'Task1 Brain Tumour' medical segmentation decathlon challenge dataset.