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Implementation of two models for galaxy morphology classification and redshift regression using SDSS data.

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Data Modeling Lab Project


In this project we will be building two models inspired in data from de SDSS. One of which will be a regression model and the other a classification one.

In this project, we will build two ML models inspired by data from the Sloan Digital Sky Survey (SDSS) as a project for the class of Data Modeling Laboratory. One will be a regression model, and the other a classification model.

Regression model

MAYBE This model focuses on predicting spectroscopic redshift from photometric data — a task commonly known as photometric redshift estimation.

Classification model

This model aims to classify galaxy images according to their morphology.

Data:

You can download the galaxy images here:

Images (Zenodo)

Classification Table (GalaxyZoo)

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Implementation of two models for galaxy morphology classification and redshift regression using SDSS data.

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