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Chandra Shekhar Kasturi's Projects

aggregation-filtering-rank icon aggregation-filtering-rank

We will perform some very high level aggregation and filtering operations on covid and disaster datasets. Then, we will apply ranking on the results for some tasks and visualize to get some intuition about the data. Pandas has a convenient and powerful syntax for aggregation, filtering, and ranking. Also used weka Visualizer to visualize disaster dataset and pre-process if contains any errors.

customerrewardsapplication icon customerrewardsapplication

A retailer offers a rewards program to its customers awarding points based on each recorded purchase as follows: For every dollar spent over $50 on the transaction, the customer receives one point. In addition, for every dollar spent over $100, the customer receives another point.

dynamic-website icon dynamic-website

A website with a focus on generating dynamic, database and web-service driven content using HTML/CSS/bootstrap for serving the static content and Java script/PHP with MySQL using PhpMyAdmin to retrieve the dynamic content. Duplicated the entire website using Laravel framework to implement the MVC (Model-View-Controller) architecture.

kde_pca icon kde_pca

Implemented Kernel Density estimation using two different datasets univariate data,2-D Gaussian random samples . Developed kernel density estimation functions with different bandwidths

logistic_regression icon logistic_regression

Implemented Logistic Regression, Multi-class Logistic Regression and, Artificial Neural Networks from scratch using Python

machine_learning_algorithms icon machine_learning_algorithms

Implemented various Machine Learning algorithms from scratch (k-means Clustering , k-nn classifier, k-nn regressor)

music-genre-classification icon music-genre-classification

Implemented multiple classification models using Python with GTZAN data set by leading a team of three people. Compared the performances of K-NN, SVM, CNN models and logged their results in terms of prediction accuracies. A Convolutional Neural Network model stood out with the highest prediction accuracy of 82% amongst all other models.

neural_networks icon neural_networks

Implemented the concepts of Neural networks as a part of my course work during my graduate studies

sorting icon sorting

Implemented sorting techniques from scratch using java

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