KeshavAnandCode/vehicle-classification
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made modified noteboo to exploit GPU but overfits

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KeshavAnandCode
2026-03-18 18:41:49 -05:00
parent bde3b97266
commit 4d9bf5965b
2 changed files with 591 additions and 33 deletions
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notebooks/tutorial-cnn-modified-vals.ipynb Normal file
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@@ -2,7 +2,7 @@
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@@ -378,16 +378,16 @@
"name": "stdout", "name": "stdout",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"Epoch 1: Loss=1.575, Accuracy=50.54%\n", "Epoch 1: Loss=1.626, Accuracy=45.59%\n",
"Epoch 2: Loss=1.196, Accuracy=60.35%\n", "Epoch 2: Loss=1.137, Accuracy=60.53%\n",
"Epoch 3: Loss=1.018, Accuracy=64.98%\n", "Epoch 3: Loss=0.992, Accuracy=65.56%\n",
"Epoch 4: Loss=0.909, Accuracy=68.58%\n", "Epoch 4: Loss=0.911, Accuracy=68.28%\n",
"Epoch 5: Loss=0.842, Accuracy=70.87%\n", "Epoch 5: Loss=0.853, Accuracy=70.51%\n",
"Epoch 6: Loss=0.784, Accuracy=72.83%\n", "Epoch 6: Loss=0.806, Accuracy=72.12%\n",
"Epoch 7: Loss=0.738, Accuracy=74.24%\n", "Epoch 7: Loss=0.753, Accuracy=73.36%\n",
"Epoch 8: Loss=0.703, Accuracy=75.30%\n", "Epoch 8: Loss=0.708, Accuracy=75.08%\n",
"Epoch 9: Loss=0.671, Accuracy=76.30%\n", "Epoch 9: Loss=0.669, Accuracy=76.77%\n",
"Epoch 10: Loss=0.641, Accuracy=77.64%\n", "Epoch 10: Loss=0.637, Accuracy=77.62%\n",
"Finished Training\n" "Finished Training\n"
] ]
} }
@@ -425,7 +425,7 @@
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@@ -452,7 +452,7 @@
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"text": [ "text": [
"Test Accuracy: 74.53%\n" "Test Accuracy: 73.82%\n"
] ]
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@@ -482,14 +482,14 @@
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"text": [ "text": [
"Accuracy for class: Bicycle is 43.5%\n", "Accuracy for class: Bicycle is 60.3%\n",
"Accuracy for class: Bus is 53.8%\n", "Accuracy for class: Bus is 84.7%\n",
"Accuracy for class: Car is 87.6%\n", "Accuracy for class: Car is 74.3%\n",
"Accuracy for class: Motorcycle is 75.2%\n", "Accuracy for class: Motorcycle is 59.7%\n",
"Accuracy for class: NonVehicles is 99.0%\n", "Accuracy for class: NonVehicles is 99.9%\n",
"Accuracy for class: Taxi is 20.0%\n", "Accuracy for class: Taxi is 35.9%\n",
"Accuracy for class: Truck is 13.9%\n", "Accuracy for class: Truck is 16.4%\n",
"Accuracy for class: Van is 24.7%\n" "Accuracy for class: Van is 27.3%\n"
] ]
} }
], ],