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add plots and try auto_sklearn
1 year ago
src add plots and try auto_sklearn 1 year ago
README.md add plots and try auto_sklearn 1 year ago
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README.md

Plotabit

Dataset link: https://www.kaggle.com/datasets/fedesoriano/stellar-classification-dataset-sdss17

Deep Learning: https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/

Python Machine Learning: https://machinelearningmastery.com/machine-learning-in-python-step-by-step/

AI Plot data: https://machinelearningmastery.com/visualize-machine-learning-data-python-pandas/

Columns

Keep Skip
alpha obj_ID
delta run_ID
u rerun_ID
g plate
r MJD
i fiber_ID
z
redshift

Analysis

  • Train models with just 20000 "GALAXY" class (has an impact?)
  • Which model is the best, ratio learn_time/precision
  • Can we drop more categories and have same results (useless data?)
  • Compare prediction with y_test that were false