adhamali450 / SCO-411-neural-networks-taks

Lab tasks for the 7th semester, Neural Networks (SCO 411) course

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Task 1 Report

Team ID: CS_H21

Team Members:

IDS Names
20191700109 اسلام عصام عبد العاطى
20191700062 احمد محمد توفيق
20191700085 ادهم على احمد
20191700141 اميره ياسر محمد عطيه
20191700159 ايمان منصور عبد الحليم

The visualization of dataset:

bill_length_mm and bill_depth_mm are discriminative between all 3 classes.

bill_length_mm and bill_depth_mm are discriminative between all 3 classes.


bill_length_mm and flipper_length_mm are discriminative between all 3 classes.

bill_length_mm and flipper_length_mm are discriminative between all 3 classes.


bill_length_mm and body_mass_g are discriminative between Chinstrap and Adelie or Chinstrap and Gentoo.

bill_length_mm and body_mass_g are discriminative between Chinstrap and Adelie or Chinstrap and Gentoo.


bill_depth_mm and flipper_length_mm are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

bill_depth_mm and flipper_length_mm are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


bill_depth_mm and gender are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

bill_depth_mm and gender are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


bill_depth_mm and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

bill_depth_mm and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


flipper_length_mm and gender are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

flipper_length_mm and gender are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


flipper_length_mm and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

flipper_length_mm and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


gender and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.

gender and body_mass_g are discriminative between Gentoo and Adelie or Gentoo and Chinstrap.


Training With Adelie And Gentoo:

Accuracy : 0.975

Accuracy : 0.975


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.975

Accuracy : 0.975


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Training With Adelie And Chinstrap:

Accuracy : 1.0

Accuracy : 1.0


Accuracy : 0.525

Accuracy : 0.525


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Training With Chinstrap And Gentoo:

Accuracy : 0.525

Accuracy : 0.525


Accuracy : 0.525

Accuracy : 0.525


Accuracy : 0.525

Accuracy : 0.525


Accuracy : 0.525

Accuracy : 0.525


Accuracy : 0.975

Accuracy : 0.975


Accuracy : 0.75

Accuracy : 0.75


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Accuracy : 0.5

Accuracy : 0.5


Best 2 Features To Train Adelie With Gentoo : bill_length_mm with bill_depth_mm and flipper_length_mm with bill_depth_mm.

Best 2 features To Train Chinstrap And Gentoo : flipper_length_mm with bill_depth_mm.

Best 2 features To Adelie And Chinstrap : bill_length_mm with bill_depth_mm.

While Training With Adelie And Chinstrap Features bill_length_mm with bill_depth_mm made the highest Accuracy = 1.

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Lab tasks for the 7th semester, Neural Networks (SCO 411) course


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Language:Python 100.0%