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advanced-data-analysis-nanodegree-projects

Advanced Data Analysis Nanodegree Projects

brain-tumor-classification

Brain Tumor Classification into 4 classes from MRI unbalanced dataset, reached 90.9% test accuracy.

celebrity-recognition

Training a CNN model on small dataset, It has a training directory containing 14-20 photos each of the celebrities Ben Afflek Elton John Jerry Seinfeld Madonna Mindy Kaling The validation directory has 5 photos of each celebrity. The photos haven't been cropped for consistent aspect ratios. With so few training photos, this an especially interesting test of computer vision techniques.

dynamic-backpropagtion-neural-network

Multi-Layers neural network, dynamic # of layers and neurons.

eyeofhorus

"Eye Of Horus" is counter terrorism using surveillance in videos, divided into 3 sub projects: Bomb detection (image processing) Suspicious activities detection. Weapons detection.

face-recognition-of-106-persons

Using VggFace for extracting features from a celebrities dataset to build a neural network able to recognize 106 persons.

image-encryption-and-decryption

image-filters

Apply different filters on images.

multi-servers-queue-simulation-system

Simulation of a dynamic queuing system.

numbers-recognition-.wav-files-

recognize the number in an wav file The final output should be 0,1,2,3,4,5,6,7,8 or 9

pneumonia-detection-using-cnn

Pneumonia Detection using CNN 85% accuracy

scenes-recognition

Building a deep learning model(CNN) that can distinguish between 10 classes of Indoor scenes(Python/tensorflow).

security-package

Contains different encryption and decryption algorithms.

single-layer-perceptron

Implementation of the Perceptron learning algorithm using stochastic gradient descent and batch gradient descent with mean square error as cost function on a single layer neural networks which can be able to classify a stream of input data to one of a set of predefined classes. Using the iris data in both training and testing processes.

tiny-compiler

Scanner-Parser-Semantic Analyzer.