Commit Graph
15 Commits
Author SHA1 Message Date
Vanessa Vichi 4c2bfb1af9 Jupyter notebook used for 1) training the NN, 2) evaluating its performance on the NEOPOP test set and on the real NEOs dataset 2024-05-12 10:24:46 +02:00
Vanessa Vichi 9d4c656139 DataFrames with the attributable elements 2024-05-12 10:22:38 +02:00
Vanessa Vichi 35a0e891fd Pre-processed NEOs DataFrame 2024-05-12 10:20:59 +02:00
Vanessa Vichi fb3ba5006d Saved weights of Models 1,2 after a 500-epoch training (for both models) and a 1000-epoch training for Model 1 2024-05-12 10:19:36 +02:00
Vanessa Vichi 2077014614 Conversion from Keplerian elements to attributable elements 2024-05-11 10:58:40 +02:00
Vanessa Vichi 66775f772a Jupyter Notebook for pre-processing of the NEOs DataFrame 2024-05-11 10:49:36 +02:00
Vanessa Vichi dc610efe37 Jupyter notebook for choosing the best initialization technique 2024-05-09 10:04:46 +02:00
Vanessa Vichi b3196ff82b Jupyter notebook for evaluating the baseline performance: comparison of various metrics for the baseline model, the linear regression model and the polynomial regression model of degrees 2 and 3 2024-05-09 09:57:48 +02:00
Vanessa Vichi fea26621fc Jupyter notebook for splitting the NEOPOP dataset into training, validation and test (with checks over the distribution of the various parts) 2024-05-09 09:54:30 +02:00
Vanessa Vichi 67bbd480a4 Jupyter notebook for preliminary data exploration 2024-05-09 09:50:42 +02:00
Vanessa Vichi 66021848e3 NEOPOP DataFrame split into training, validation, test 2024-05-09 09:47:58 +02:00
Vanessa Vichi 44da7616fa Output files of the NEOPOP run 2024-05-09 09:44:30 +02:00
Vanessa Vichi 598f8fedd3 NEOs DataFrame 2024-05-08 18:39:55 +02:00
Vanessa Vichi 81b4e797b3 NEOPOP DataFrame 2024-05-08 18:38:45 +02:00
v.vichi3 a491844d25 Initial commit 2024-04-27 13:20:42 +00:00