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Niranjana Sathish Avilery's Projects

-content-based-image-retrieval-using-hybrid-feature-extraction-techniques icon -content-based-image-retrieval-using-hybrid-feature-extraction-techniques

Images consist of visual components such as color, shape, and texture. These components stand as the primary basis with which images are distinguished. A content-based image retrieval system extracts these primary features of an image and checks the similarity of the extracted features with those of the image given by the user. A group of images similar to the query image fed is obtained as a result. This paper proposes a new methodology for image retrieval using the local descriptors of an image in combination with one another. HSV histogram, Color moments, Color auto correlogram, Histogram of Oriented Gradients, and Wavelet transform are used to form the feature descriptor. In this work, it is found that a combination of all these features produces promising results that supersede previous research. Supervised learning algorithm, SVM is used for classification of the images. Wang dataset is used to evaluate the proposed system.

api icon api

👥 A better directory of Yale personnel, with a clean API to match. Used by 70% of students.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

library-flask-api icon library-flask-api

This repository contains Python backend files for a library website built using Flask, SQLite, REST API and Data Structures.

lyft-rental-fleet-maintenance-system icon lyft-rental-fleet-maintenance-system

This repo contains Lyft's Rental Fleet Maintenance System code. It determines if rental cars require servicing at return to maintain good condition, minimize breakdowns, costs and offer a better customer experience.

news-data-classification icon news-data-classification

This project aims to compare the performance of different text classification machine learning models by implementing different text classification algorithms on a different datasets.

nokia_snake_game_with_reinforcement-learning icon nokia_snake_game_with_reinforcement-learning

This project is about implementing the reinforcement learning algorithm Deep Q-Learning on the Nokia's Snake Game to predict the actions. It makes use of the Python's Pygame and Pytorch libraries.

system-design-primer icon system-design-primer

Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.

zulip icon zulip

Zulip server and web app—powerful open source team chat

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