Генерируем код из свёрточной нейросети
Автор
Эпоха 1/100, Train Loss: 1.2839, Train Acc: 41.3%, Test Acc: 39.3% ★ (precision/recall по классам: квадрат: 31.8%/42.0%, круг: 45.7%/32.0%, треугольник: 49.0%/48.0%)
Эпоха 2/100, Train Loss: 1.1397, Train Acc: 46.2%, Test Acc: 46.7% ★ (precision/recall по классам: квадрат: 41.9%/52.0%, круг: 41.9%/26.0%, треугольник: 45.6%/52.0%)
Эпоха 3/100, Train Loss: 1.0425, Train Acc: 63.8%, Test Acc: 58.0% ★ (precision/recall по классам: квадрат: 46.6%/54.0%, круг: 34.0%/36.0%, треугольник: 59.0%/46.0%)
Эпоха 4/100, Train Loss: 0.9699, Train Acc: 65.8%, Test Acc: 55.3% (precision/recall по классам: квадрат: 62.3%/66.0%, круг: 45.7%/42.0%, треугольник: 60.8%/62.0%)
Эпоха 5/100, Train Loss: 0.9363, Train Acc: 71.3%, Test Acc: 72.0% ★ (precision/recall по классам: квадрат: 59.3%/64.0%, круг: 38.6%/34.0%, треугольник: 53.8%/56.0%)
Эпоха 6/100, Train Loss: 0.862, Train Acc: 73.1%, Test Acc: 67.3% (precision/recall по классам: квадрат: 65.1%/82.0%, круг: 53.2%/50.0%, треугольник: 55.0%/44.0%)
Эпоха 7/100, Train Loss: 0.7955, Train Acc: 82.4%, Test Acc: 77.3% ★ (precision/recall по классам: квадрат: 68.7%/92.0%, круг: 52.5%/42.0%, треугольник: 72.1%/62.0%)
Эпоха 8/100, Train Loss: 0.7538, Train Acc: 78.7%, Test Acc: 78.0% ★ (precision/recall по классам: квадрат: 74.2%/92.0%, круг: 65.7%/46.0%, треугольник: 67.9%/72.0%)
Эпоха 9/100, Train Loss: 0.6834, Train Acc: 75.8%, Test Acc: 75.3% (precision/recall по классам: квадрат: 73.0%/92.0%, круг: 46.9%/46.0%, треугольник: 57.9%/44.0%)
Эпоха 10/100, Train Loss: 0.6379, Train Acc: 86.4%, Test Acc: 82.7% ★ (precision/recall по классам: квадрат: 79.7%/94.0%, круг: 71.1%/54.0%, треугольник: 71.7%/76.0%)
Эпоха 11/100, Train Loss: 0.609, Train Acc: 84.0%, Test Acc: 83.3% ★ (precision/recall по классам: квадрат: 87.5%/98.0%, круг: 70.7%/58.0%, треугольник: 71.7%/76.0%)
Эпоха 12/100, Train Loss: 0.5567, Train Acc: 82.0%, Test Acc: 82.7% (precision/recall по классам: квадрат: 92.6%/100.0%, круг: 63.8%/60.0%, треугольник: 67.3%/66.0%)
Эпоха 13/100, Train Loss: 0.5446, Train Acc: 65.8%, Test Acc: 63.3% (precision/recall по классам: квадрат: 92.3%/96.0%, круг: 70.8%/68.0%, треугольник: 76.0%/76.0%)
Эпоха 14/100, Train Loss: 0.5065, Train Acc: 79.8%, Test Acc: 82.0% (precision/recall по классам: квадрат: 94.2%/98.0%, круг: 68.5%/74.0%, треугольник: 77.3%/68.0%)
Эпоха 15/100, Train Loss: 0.4701, Train Acc: 88.9%, Test Acc: 86.0% ★ (precision/recall по классам: квадрат: 90.7%/98.0%, круг: 76.1%/70.0%, треугольник: 80.0%/80.0%)
Эпоха 16/100, Train Loss: 0.433, Train Acc: 67.8%, Test Acc: 66.0% (precision/recall по классам: квадрат: 94.1%/96.0%, круг: 73.6%/78.0%, треугольник: 78.3%/72.0%)
Эпоха 17/100, Train Loss: 0.4185, Train Acc: 90.2%, Test Acc: 88.7% ★ (precision/recall по классам: квадрат: 96.2%/100.0%, круг: 77.1%/74.0%, треугольник: 78.0%/78.0%)
Эпоха 18/100, Train Loss: 0.3876, Train Acc: 95.3%, Test Acc: 92.7% ★ (precision/recall по классам: квадрат: 98.0%/98.0%, круг: 77.8%/84.0%, треугольник: 82.6%/76.0%)
Эпоха 19/100, Train Loss: 0.3864, Train Acc: 94.2%, Test Acc: 92.7% (precision/recall по классам: квадрат: 94.0%/94.0%, круг: 76.4%/84.0%, треугольник: 84.4%/76.0%)
Эпоха 20/100, Train Loss: 0.3226, Train Acc: 94.9%, Test Acc: 91.3% (precision/recall по классам: квадрат: 90.6%/96.0%, круг: 77.8%/84.0%, треугольник: 88.4%/76.0%)
Эпоха 21/100, Train Loss: 0.276, Train Acc: 86.0%, Test Acc: 86.0% (precision/recall по классам: квадрат: 94.1%/96.0%, круг: 77.1%/74.0%, треугольник: 80.4%/82.0%)
Эпоха 22/100, Train Loss: 0.2853, Train Acc: 91.8%, Test Acc: 89.3% (precision/recall по классам: квадрат: 94.3%/100.0%, круг: 84.0%/84.0%, треугольник: 87.2%/82.0%)
Эпоха 23/100, Train Loss: 0.255, Train Acc: 82.7%, Test Acc: 79.3% (precision/recall по классам: квадрат: 98.0%/98.0%, круг: 87.2%/82.0%, треугольник: 83.0%/88.0%)
Эпоха 24/100, Train Loss: 0.2077, Train Acc: 100.0%, Test Acc: 94.7% ★ (precision/recall по классам: квадрат: 92.3%/96.0%, круг: 79.2%/76.0%, треугольник: 84.0%/84.0%)