From 3543ab516319138b5c297dba0f16a2febaae4dda Mon Sep 17 00:00:00 2001 From: DmitriyAntonov Date: Sat, 23 Sep 2023 17:42:04 +0400 Subject: [PATCH] iter2 --- antonov_dmitry_lab_1/README.md | 54 +++++++++++++++++++++- antonov_dmitry_lab_1/lab1.py | 6 +-- antonov_dmitry_lab_1/screens/myplot1.png | Bin 0 -> 18607 bytes antonov_dmitry_lab_1/screens/myplot10.png | Bin 0 -> 18559 bytes antonov_dmitry_lab_1/screens/myplot11.png | Bin 0 -> 20679 bytes antonov_dmitry_lab_1/screens/myplot12.png | Bin 0 -> 21195 bytes antonov_dmitry_lab_1/screens/myplot2.png | Bin 0 -> 20019 bytes antonov_dmitry_lab_1/screens/myplot3.png | Bin 0 -> 21922 bytes antonov_dmitry_lab_1/screens/myplot4.png | Bin 0 -> 22427 bytes antonov_dmitry_lab_1/screens/myplot5.png | Bin 0 -> 20499 bytes antonov_dmitry_lab_1/screens/myplot6.png | Bin 0 -> 19570 bytes antonov_dmitry_lab_1/screens/myplot7.png | Bin 0 -> 23394 bytes antonov_dmitry_lab_1/screens/myplot8.png | Bin 0 -> 23946 bytes antonov_dmitry_lab_1/screens/myplot9.png | Bin 0 -> 19250 bytes 14 files changed, 55 insertions(+), 5 deletions(-) create mode 100644 antonov_dmitry_lab_1/screens/myplot1.png create mode 100644 antonov_dmitry_lab_1/screens/myplot10.png create mode 100644 antonov_dmitry_lab_1/screens/myplot11.png create mode 100644 antonov_dmitry_lab_1/screens/myplot12.png create mode 100644 antonov_dmitry_lab_1/screens/myplot2.png create mode 100644 antonov_dmitry_lab_1/screens/myplot3.png create mode 100644 antonov_dmitry_lab_1/screens/myplot4.png create mode 100644 antonov_dmitry_lab_1/screens/myplot5.png create mode 100644 antonov_dmitry_lab_1/screens/myplot6.png create mode 100644 antonov_dmitry_lab_1/screens/myplot7.png create mode 100644 antonov_dmitry_lab_1/screens/myplot8.png create mode 100644 antonov_dmitry_lab_1/screens/myplot9.png diff --git a/antonov_dmitry_lab_1/README.md b/antonov_dmitry_lab_1/README.md index 4820d94..5af24ba 100644 --- a/antonov_dmitry_lab_1/README.md +++ b/antonov_dmitry_lab_1/README.md @@ -1,14 +1,64 @@ # Лаб 1 + Работа с типовыми наборами данных и различными моделями + # Вариант 3 + Данные: make_classification (n_samples=500, n_features=2, n_redundant=0, n_informative=2, random_state=rs, n_clusters_per_class=1) + # Модели: + 1. Линейную регрессию 1. Полиномиальную регрессию (со степенью 3) 1. Гребневую полиномиальную регрессию (со степенью 3, alpha = 1.0) -# Screenshots + +# Графики

- +

Набор лун (moon_dataset)
+ +

+

+

Графики регрессии
+ + + +
+ Линейная MSE: 0.0936 + Полиномиальная (degree=3) MSE: 0.0674 + Гребневая (degree=3, alpha=1.0) MSE: 0.0682 +
+

+ +

+

Набор кругов (circles_dataset)
+ +

+

+

Графики регрессии
+ + + +
+ Линейная MSE: 0.2684 + Полиномиальная (degree=3) MSE: 0.1341 + Гребневая (degree=3, alpha=1.0) MSE: 0.1312 +
+

+ +

+

Набор линейный (linearly_dataset)
+ +

+

+

Графики регрессии
+ + + +
+ Линейная MSE: 0.1101 + Полиномиальная (degree=3) MSE: 0.1045 + Гребневая (degree=3, alpha=1.0) MSE: 0.1078 +

\ No newline at end of file diff --git a/antonov_dmitry_lab_1/lab1.py b/antonov_dmitry_lab_1/lab1.py index f92c5d4..53e49d1 100644 --- a/antonov_dmitry_lab_1/lab1.py +++ b/antonov_dmitry_lab_1/lab1.py @@ -68,7 +68,7 @@ for ds_cnt, ds in enumerate(datasets): # График линейной модели plt.figure(figsize=(10, 6)) - plt.scatter(X_test[:, 0], X_test[:, 1], c=linear_predictions, cmap='coolwarm') + plt.scatter(X_test[:, 0], linear_predictions, c=linear_predictions, cmap='coolwarm') plt.title('Линейная ds'+ str(ds_cnt)) plt.xlabel('X') plt.ylabel('Y') @@ -76,7 +76,7 @@ for ds_cnt, ds in enumerate(datasets): # График полиномиальной модели (degree=3) plt.figure(figsize=(10, 6)) - plt.scatter(X_test[:, 0], X_test[:, 1], c=poly_predictions, cmap='coolwarm') + plt.scatter(X_test[:, 0], poly_predictions, c=poly_predictions, cmap='coolwarm') plt.title('Полиномиальная (degree=3) ds' + str(ds_cnt)) plt.xlabel('X') plt.ylabel('Y') @@ -84,7 +84,7 @@ for ds_cnt, ds in enumerate(datasets): # График 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