Is the Exoplanet habitable
- 6 Devlogs
- 11 Total hours
I am building an AI that detects whether an exoplanet is habitable or not.
Ship #1
@javin_wittig
on
Is the Exoplanet habitable
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.
@javin_wittig
on
Is the Exoplanet habitable
40m logged
Updating my Project Website: https://javinwittig.github.io/exoplanet-habitability/
@javin_wittig
on
Is the Exoplanet habitable
3h 20m 23s logged
I improved my habitability model(changed to RandomForestClassifier) and created a website that reveals habitable exoplanets as you scroll through.
@javin_wittig
on
Is the Exoplanet habitable
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.
@javin_wittig
on
Is the Exoplanet habitable
32m logged
I trained a Logistic Regression model on the dataset using scikit-learn
@javin_wittig
on
Is the Exoplanet habitable
1h 31m 1s logged
splitting the data
@javin_wittig
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Is the Exoplanet habitable
1h 41m 58s logged
Importing all the necessary data for my project to detect habitable exoplanets
