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Astronomical object classifier. Classifier for planets, dwarf planets, nebulae, sun/moon. Model built with fast.ai v1 and PyTorch v1.

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RohitValiveti/SpaceClassifier

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SpaceClassifier

Astronomical object classifier. Classifier for planets, dwarf planets, nebulae, sun/moon. Model built with fast.ai v1 and PyTorch v1. Video Demonstration: https://www.youtube.com/watch?v=exLzf268nKo&ab_channel=RohitValiveti

Description

While spending the summer of 2020 researching the uses of deep learning in data processing and image classification under Professor Nada Amin, I undertook an independent project that combines my passion for programming with my childhood wonder of astronomy. Throughout the summer, I trained a neural network model using the PyTorch and fast.ai frameworks of Python that classifies various types of objects in space. Upon completing the model, I used simple HTML, CSS, and scripting to deploy and create a web app. Linked above is a demonstration of the classifier. Working on this project introduced me to many complicated concepts relating to AI and deep learning, but my final project is a testament to how I faced these challenges with some help from Professor Amin.

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Astronomical object classifier. Classifier for planets, dwarf planets, nebulae, sun/moon. Model built with fast.ai v1 and PyTorch v1.

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