Is the Exoplanet habitable

@coolcream approved your project · about 2 months ago

This project was vetted by Shipwrights and is now up for voting. You can ship again after making more updates.

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Hey javin_wittig,
Awesome project! I'd love to see what you make in the future!
For any other questions, DM @coolcream or create a ticket in Slack—#ask-the-shipwrights.

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@javin_wittig on Is the Exoplanet habitable · about 2 months ago

What I made?
A machine learning project using NASA data to predict exoplanet habitability.
link to my project website:https:
https://javinwittig.github.io/exoplanet-habitability/

What was challenging?
Handling extreme class imbalance with very few habitable planets and setting proper classification thresholds.

What I am proud of?
Accurately detecting potential Earth-like planets despite the few positive data.

What should people know so they can test my project?
Clone the repo, install the libaries, and run the main script or notebook using the provided NASA dataset.

6 devlogs
11h
5.66x multiplier
63 Stardust

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@javin_wittig on Is the Exoplanet habitable · about 2 months ago

40m logged

Updating my Project Website: https://javinwittig.github.io/exoplanet-habitability/

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@javin_wittig on Is the Exoplanet habitable · about 2 months ago

3h 20m 23s logged

I improved my habitability model(changed to RandomForestClassifier) and created a website that reveals habitable exoplanets as you scroll through.

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@javin_wittig on Is the Exoplanet habitable · about 2 months ago

3h 18m 5s logged

I am still building a machine learning model that uses logistic regression and astronomical data from NASA to predict if an exoplanet is potentially habitable.