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Md Zobaer Islam's Projects

breathinganomalydetection icon breathinganomalydetection

This is part of an NSF funded project on human respiration monitoring using infrared sensing. Here, anomaly detection was performed on the breathing data through machine learning based data classification.

convolutionalneuralnet icon convolutionalneuralnet

Different types of convolutional neural networks have been implemented using Keras API of Tensorflow in colab notebook. Also, the basic convolution operation on an input matrix using a kernel matrix has been demonstrated.

decision_tree icon decision_tree

Classification of housing data by decision tree has been done. Effect of regularization (limiting maximum depth of tree) has been observed.

k_means_clustering icon k_means_clustering

An image has been read using python code and K-means clustering has been performed on it. K is taken as an input

k_nearest_neighbors icon k_nearest_neighbors

Classification of housing data by K-nearest neighbour algorithm and choosing optimum K value.

regression icon regression

This project demonstrates single variable regression with polynomial basis function (SingleVarRegression.ipynb) and multi-variable regression (MultipleFeatureRegression.ipynb)

tvws icon tvws

The project objective was to provide broadband internet connectivity (both trial and live connection) using Television Whitespace in OK, USA and evaluate network performance through data colelction and analysis.

uva_problems icon uva_problems

My solutions to UVA online judge problems will be uploaded here from time to time.

visualizing_interference_fringe icon visualizing_interference_fringe

In this project, the interference fringe created due to superposition of monochromatic light waves originating from two coherent point sources separated by a small distance relative to the distance between the sources and the screen are shown using MATLAB code.

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