diff --git a/7088CEMObjectRecog.ipynb b/7088CEMObjectRecog.ipynb index 5fa1013..2e5f74f 100644 --- a/7088CEMObjectRecog.ipynb +++ b/7088CEMObjectRecog.ipynb @@ -160,7 +160,7 @@ } ], "source": [ - "#show a grid of images to see what they look like\n", + "#show a grid of images to see what they look like with their assigned result\n", "fig = plt.figure(figsize=(8,8))\n", "nrows=5\n", "ncols=5\n", @@ -201,7 +201,7 @@ "outputs": [], "source": [ "#split the data into training and testing\n", - "X_train, X_test, y_train, y_test = train_test_split(dataset, results, test_size=0.2, random_state=42)" + "X_train, X_test, y_train, y_test = train_test_split(dataset, results, test_size=0.25, random_state=101, shuffle=True)" ] }, { @@ -286,7 +286,7 @@ "model.add(Dropout(0.5))\n", "model.add(Dense(2, activation='softmax'))\n", "\n", - "model.compile(loss = 'categorical_crossentropy', optimizer = 'Adamax', metrics=['accuracy'])\n", + "model.compile(loss = 'categorical_crossentropy', optimizer = 'adam', metrics=['accuracy'])\n", "print(model.summary())" ] }, @@ -298,7 +298,7 @@ { "data": { "text/plain": [ - "(173, 2)" + "(162, 2)" ] }, "execution_count": 12, @@ -312,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -320,54 +320,32 @@ "output_type": "stream", "text": [ "Epoch 1/60\n", - "5/5 [==============================] - 5s 911ms/step - loss: 23.9702 - accuracy: 0.6532 - val_loss: 48.7116 - val_accuracy: 0.7727\n", + "5/5 [==============================] - 4s 861ms/step - loss: 0.2153 - accuracy: 0.9938 - val_loss: 6.9785 - val_accuracy: 0.6364\n", "Epoch 2/60\n", - "5/5 [==============================] - 4s 905ms/step - loss: 10.6921 - accuracy: 0.7630 - val_loss: 12.8684 - val_accuracy: 0.7955\n", + "5/5 [==============================] - 4s 813ms/step - loss: 0.1699 - accuracy: 0.9815 - val_loss: 4.2944 - val_accuracy: 0.7455\n", "Epoch 3/60\n", - "5/5 [==============================] - 4s 838ms/step - loss: 3.1078 - accuracy: 0.8324 - val_loss: 10.8871 - val_accuracy: 0.7955\n", + "5/5 [==============================] - 4s 812ms/step - loss: 0.0535 - accuracy: 0.9815 - val_loss: 6.6486 - val_accuracy: 0.7455\n", "Epoch 4/60\n", - "5/5 [==============================] - 4s 821ms/step - loss: 2.8965 - accuracy: 0.8150 - val_loss: 6.3690 - val_accuracy: 0.8409\n", + "5/5 [==============================] - 4s 802ms/step - loss: 0.0786 - accuracy: 0.9815 - val_loss: 6.2215 - val_accuracy: 0.7455\n", "Epoch 5/60\n", - "5/5 [==============================] - 4s 852ms/step - loss: 2.0607 - accuracy: 0.8844 - val_loss: 6.1107 - val_accuracy: 0.7955\n", + "5/5 [==============================] - 4s 823ms/step - loss: 0.0920 - accuracy: 0.9815 - val_loss: 5.3180 - val_accuracy: 0.7455\n", "Epoch 6/60\n", - "5/5 [==============================] - 4s 829ms/step - loss: 2.6431 - accuracy: 0.8786 - val_loss: 7.5522 - val_accuracy: 0.8182\n", + "5/5 [==============================] - 4s 811ms/step - loss: 0.1127 - accuracy: 0.9815 - val_loss: 3.2943 - val_accuracy: 0.8182\n", "Epoch 7/60\n", - "5/5 [==============================] - 4s 816ms/step - loss: 2.0081 - accuracy: 0.9191 - val_loss: 7.5484 - val_accuracy: 0.8409\n", + "5/5 [==============================] - 4s 842ms/step - loss: 0.1885 - accuracy: 0.9753 - val_loss: 3.1174 - val_accuracy: 0.8000\n", "Epoch 8/60\n", - "5/5 [==============================] - 4s 822ms/step - loss: 0.8529 - accuracy: 0.9364 - val_loss: 4.5342 - val_accuracy: 0.8409\n", + "5/5 [==============================] - 4s 815ms/step - loss: 0.0360 - accuracy: 0.9877 - val_loss: 3.0416 - val_accuracy: 0.8182\n", "Epoch 9/60\n", - "5/5 [==============================] - 4s 881ms/step - loss: 0.7241 - accuracy: 0.9191 - val_loss: 4.8384 - val_accuracy: 0.8409\n", + "5/5 [==============================] - 4s 827ms/step - loss: 7.5262e-05 - accuracy: 1.0000 - val_loss: 2.9951 - val_accuracy: 0.7818\n", "Epoch 10/60\n", - "5/5 [==============================] - 4s 874ms/step - loss: 0.8534 - accuracy: 0.9191 - val_loss: 6.3300 - val_accuracy: 0.8636\n", + "5/5 [==============================] - 4s 827ms/step - loss: 0.2273 - accuracy: 0.9938 - val_loss: 3.3676 - val_accuracy: 0.8000\n", "Epoch 11/60\n", - "5/5 [==============================] - 4s 857ms/step - loss: 0.9654 - accuracy: 0.9595 - val_loss: 5.3061 - val_accuracy: 0.8636\n", + "5/5 [==============================] - 4s 838ms/step - loss: 4.7800e-04 - accuracy: 1.0000 - val_loss: 4.1852 - val_accuracy: 0.7818\n", "Epoch 12/60\n", - "5/5 [==============================] - 4s 872ms/step - loss: 0.4449 - accuracy: 0.9711 - val_loss: 3.9161 - val_accuracy: 0.8636\n", + "5/5 [==============================] - 4s 829ms/step - loss: 0.0084 - accuracy: 0.9938 - val_loss: 4.3174 - val_accuracy: 0.7818\n", "Epoch 13/60\n", - "5/5 [==============================] - 4s 847ms/step - loss: 0.1239 - accuracy: 0.9711 - val_loss: 2.8576 - val_accuracy: 0.8409\n", - "Epoch 14/60\n", - "5/5 [==============================] - 4s 834ms/step - loss: 0.2064 - accuracy: 0.9595 - val_loss: 2.8028 - val_accuracy: 0.8864\n", - "Epoch 15/60\n", - "5/5 [==============================] - 4s 845ms/step - loss: 0.1160 - accuracy: 0.9769 - val_loss: 3.0562 - val_accuracy: 0.8636\n", - "Epoch 16/60\n", - "5/5 [==============================] - 4s 840ms/step - loss: 0.0224 - accuracy: 0.9942 - val_loss: 3.1196 - val_accuracy: 0.8636\n", - "Epoch 17/60\n", - "5/5 [==============================] - 5s 906ms/step - loss: 0.2465 - accuracy: 0.9884 - val_loss: 2.6084 - val_accuracy: 0.8636\n", - "Epoch 18/60\n", - "5/5 [==============================] - 4s 882ms/step - loss: 0.1248 - accuracy: 0.9884 - val_loss: 2.3436 - val_accuracy: 0.8636\n", - "Epoch 19/60\n", - "5/5 [==============================] - 5s 927ms/step - loss: 0.3315 - accuracy: 0.9769 - val_loss: 1.7260 - val_accuracy: 0.8864\n", - "Epoch 20/60\n", - "5/5 [==============================] - 4s 882ms/step - loss: 0.0050 - accuracy: 1.0000 - val_loss: 1.3429 - val_accuracy: 0.8864\n", - "Epoch 21/60\n", - "5/5 [==============================] - 5s 899ms/step - loss: 0.0165 - accuracy: 0.9942 - val_loss: 1.3696 - val_accuracy: 0.8636\n", - "Epoch 22/60\n", - "5/5 [==============================] - 5s 908ms/step - loss: 0.0195 - accuracy: 0.9942 - val_loss: 1.4256 - val_accuracy: 0.8636\n", - "Epoch 23/60\n", - "5/5 [==============================] - 5s 926ms/step - loss: 0.1337 - accuracy: 0.9942 - val_loss: 1.4532 - val_accuracy: 0.8864\n", - "Epoch 24/60\n", - "5/5 [==============================] - 5s 937ms/step - loss: 0.0743 - accuracy: 0.9827 - val_loss: 1.5319 - val_accuracy: 0.8864\n", - "Epoch 24: early stopping\n" + "5/5 [==============================] - 4s 818ms/step - loss: 0.1815 - accuracy: 0.9815 - val_loss: 3.2788 - val_accuracy: 0.8182\n", + "Epoch 13: early stopping\n" ] } ], @@ -380,12 +358,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -407,12 +385,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -529,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -609,50 +587,29 @@ "modelOpt.add(Dropout(0.5))\n", "modelOpt.add(Dense(2, activation='softmax'))\n", "\n", - "modelOpt.compile(loss = 'categorical_crossentropy', optimizer = 'Adamax', metrics=['accuracy'])\n", + "modelOpt.compile(loss = 'categorical_crossentropy', optimizer = 'adam', metrics=['accuracy'])\n", "print(modelOpt.summary())" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/30\n", - "5/5 [==============================] - 5s 886ms/step - loss: 28.7251 - accuracy: 0.5954 - val_loss: 43.2053 - val_accuracy: 0.5682\n", - "Epoch 2/30\n", - "5/5 [==============================] - 4s 867ms/step - loss: 13.4972 - accuracy: 0.7688 - val_loss: 20.7154 - val_accuracy: 0.7045\n", - "Epoch 3/30\n", - "5/5 [==============================] - 4s 833ms/step - loss: 4.1147 - accuracy: 0.8035 - val_loss: 7.7292 - val_accuracy: 0.7273\n", - "Epoch 4/30\n", - "5/5 [==============================] - 4s 838ms/step - loss: 5.5314 - accuracy: 0.7052 - val_loss: 12.1998 - val_accuracy: 0.7273\n", - "Epoch 5/30\n", - "5/5 [==============================] - 4s 839ms/step - loss: 2.3255 - accuracy: 0.8092 - val_loss: 9.7603 - val_accuracy: 0.7500\n", - "Epoch 6/30\n", - "5/5 [==============================] - 4s 849ms/step - loss: 1.6777 - accuracy: 0.8613 - val_loss: 4.5226 - val_accuracy: 0.8409\n", - "Epoch 7/30\n", - "5/5 [==============================] - 4s 838ms/step - loss: 1.0653 - accuracy: 0.8671 - val_loss: 3.4601 - val_accuracy: 0.7500\n", - "Epoch 8/30\n", - "5/5 [==============================] - 4s 850ms/step - loss: 0.2736 - accuracy: 0.9306 - val_loss: 3.7301 - val_accuracy: 0.8409\n", - "Epoch 9/30\n", - "5/5 [==============================] - 5s 1s/step - loss: 0.3669 - accuracy: 0.9306 - val_loss: 3.5448 - val_accuracy: 0.8182\n", - "Epoch 10/30\n", - "5/5 [==============================] - 5s 989ms/step - loss: 0.1952 - accuracy: 0.9480 - val_loss: 2.9542 - val_accuracy: 0.8182\n", - "Epoch 11/30\n", - "5/5 [==============================] - 5s 999ms/step - loss: 0.2133 - accuracy: 0.9653 - val_loss: 2.2971 - val_accuracy: 0.8409\n", - "Epoch 12/30\n", - "5/5 [==============================] - 5s 1s/step - loss: 0.3483 - accuracy: 0.9538 - val_loss: 2.3631 - val_accuracy: 0.8409\n", - "Epoch 13/30\n", - "5/5 [==============================] - 5s 966ms/step - loss: 0.0422 - accuracy: 0.9827 - val_loss: 2.5907 - val_accuracy: 0.8409\n", - "Epoch 14/30\n", - "5/5 [==============================] - 5s 968ms/step - loss: 0.0546 - accuracy: 0.9769 - val_loss: 2.6280 - val_accuracy: 0.8409\n", - "Epoch 15/30\n", - "5/5 [==============================] - 4s 849ms/step - loss: 0.0878 - accuracy: 0.9827 - val_loss: 2.7491 - val_accuracy: 0.8409\n", - "Epoch 15: early stopping\n" + "Epoch 1/5\n", + "5/5 [==============================] - 5s 846ms/step - loss: 28.8654 - accuracy: 0.5988 - val_loss: 29.4857 - val_accuracy: 0.6727\n", + "Epoch 2/5\n", + "5/5 [==============================] - 4s 832ms/step - loss: 7.9683 - accuracy: 0.7840 - val_loss: 24.6936 - val_accuracy: 0.6364\n", + "Epoch 3/5\n", + "5/5 [==============================] - 4s 832ms/step - loss: 9.7054 - accuracy: 0.7840 - val_loss: 8.7622 - val_accuracy: 0.6364\n", + "Epoch 4/5\n", + "5/5 [==============================] - 4s 830ms/step - loss: 5.9492 - accuracy: 0.7654 - val_loss: 9.4752 - val_accuracy: 0.7273\n", + "Epoch 5/5\n", + "5/5 [==============================] - 4s 832ms/step - loss: 3.8447 - accuracy: 0.8765 - val_loss: 8.1056 - val_accuracy: 0.8000\n" ] } ], @@ -660,17 +617,17 @@ "# Fit the optimized model with early stopping\n", "from keras.callbacks import EarlyStopping\n", "early_stop = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=4)\n", - "historyOpt = modelOpt.fit(X_train, y_train, epochs=30, batch_size=40, verbose = 1, validation_data=(X_test, y_test), callbacks=[early_stop])" + "historyOpt = modelOpt.fit(X_train, y_train, epochs=5, batch_size=40, verbose = 1, validation_data=(X_test, y_test), callbacks=[early_stop])" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -692,12 +649,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -719,14 +676,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2/2 [==============================] - 0s 47ms/step\n" + "2/2 [==============================] - 0s 82ms/step\n" ] } ], @@ -739,7 +696,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -748,12 +705,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.91 0.94 0.92 32\n", - " 1 0.82 0.75 0.78 12\n", + " 0 0.79 0.97 0.87 34\n", + " 1 0.92 0.57 0.71 21\n", "\n", - " accuracy 0.89 44\n", - " macro avg 0.86 0.84 0.85 44\n", - "weighted avg 0.88 0.89 0.88 44\n", + " accuracy 0.82 55\n", + " macro avg 0.85 0.77 0.79 55\n", + "weighted avg 0.84 0.82 0.81 55\n", "\n" ] } @@ -766,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -775,13 +732,13 @@ "Text(50.722222222222214, 0.5, 'True Labels')" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -808,14 +765,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2/2 [==============================] - 0s 49ms/step\n" + "2/2 [==============================] - 0s 84ms/step\n" ] } ], @@ -828,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -837,12 +794,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.84 0.97 0.90 32\n", - " 1 0.86 0.50 0.63 12\n", + " 0 0.78 0.94 0.85 34\n", + " 1 0.86 0.57 0.69 21\n", "\n", - " accuracy 0.84 44\n", - " macro avg 0.85 0.73 0.77 44\n", - "weighted avg 0.84 0.84 0.83 44\n", + " accuracy 0.80 55\n", + " macro avg 0.82 0.76 0.77 55\n", + "weighted avg 0.81 0.80 0.79 55\n", "\n" ] } @@ -854,7 +811,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -863,13 +820,13 @@ "Text(50.722222222222214, 0.5, 'True Labels')" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -888,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -910,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -946,14 +903,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "99.99996423721313% confidence this is Not a tumor\n" + "100.0% confidence this is Not a tumor\n" ] }, {