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.

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bill_length_mm and flipper_length_mm are discriminative between all 3 classes.

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

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

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

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

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

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

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

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Training With Adelie And Gentoo:

Accuracy : 0.975

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.975

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Training With Adelie And Chinstrap:

Accuracy : 1.0

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Accuracy : 0.525

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Training With Chinstrap And Gentoo:

Accuracy : 0.525

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Accuracy : 0.525

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Accuracy : 0.525

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Accuracy : 0.525

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Accuracy : 0.975

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Accuracy : 0.75

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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Accuracy : 0.5

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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.