Git Product home page Git Product logo

spaceimagedataprocessing-projects's Introduction

Space Image Data Processing and Projects

This repository contains Jupyter notebooks for performing exploratory data analysis (EDA) on space data images dataset called Galaxies Center and a Galaxy Morphology predictor trained on Galaxy Zoo. The notebooks demonstrate how to perform EDA on space images on specific features, using different filters, and visualization libraries to perform Spectroscopy. The aim of this project is to provide researchers and data enthusiasts with a starting point for their own space data image analysis projects. Every Notebook on Astronomical data listed here and more are also available on my Kaggle Page too

Table of Contents:

Dependencies

The projects in this repository use the following dependencies:

  • Python 3.x
  • Tensorflow
  • Keras
  • OpenCV
  • NumPy
  • Matplotlib
  • Seaborn
  • Astropy
  • Librosa
  • Scipy
  • Sklearn
  • Skimage

You can install these dependencies using pip.

pip install tensorflow opencv-python numpy matplotlib seaborn astropy librosa scipy sklearn skimage

Usage

Each Notebook has introduction, a brief on concepts covered, a thorough walkthrough with clear explanations and conclusions. Every notebook is also available on Kaggle with the links provided.

Conclusion

This Space Image Data Processing and Projects repository showcases my general IQ with Astronomy and space related fields along with my skills in image processing and manipulation, computer vision, and machine learning. I have implemented various projects using popular libraries such as TensorFlow and OpenCV, and niche libraries such as Astropy, Librosa, Specutils, Scipy, etc. and have included detailed instructions on how to use and run each project.

spaceimagedataprocessing-projects's People

Contributors

shibinjudahpaul avatar

Stargazers

 avatar  avatar  avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.