From c706c032fa9618d471ae7bca1a763ffe30ee3897 Mon Sep 17 00:00:00 2001 From: Sem van der Hoeven Date: Mon, 7 Jun 2021 14:42:56 +0200 Subject: [PATCH] [ADD] opdr 5.1 --- course/4 Deep Learning Intro.ipynb | 613 +++++++++++++++++++++++--- data/opdr5-1-b.png | Bin 0 -> 30445 bytes exercises/Jupyter notebook CVML.ipynb | 48 +- 3 files changed, 599 insertions(+), 62 deletions(-) create mode 100644 data/opdr5-1-b.png diff --git a/course/4 Deep Learning Intro.ipynb b/course/4 Deep Learning Intro.ipynb index a047d0c..83cc790 100644 --- a/course/4 Deep Learning Intro.ipynb +++ b/course/4 Deep Learning Intro.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -28,9 +28,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.datasets import make_moons\n", "\n", @@ -42,16 +65,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1000, 2)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -71,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -100,45 +134,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train, y_train, epochs=200, verbose=0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10/10 [==============================] - 0s 4ms/step - loss: 0.3189 - accuracy: 0.8467\n" + ] + } + ], "source": [ "results = model.evaluate(X_test, y_test)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[0.3189285397529602, 0.846666693687439]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "results" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Accuracy score on the Train set is:\t0.847\n" + ] + } + ], "source": [ "print(\"The Accuracy score on the Train set is:\\t{:0.3f}\".format(results[1]))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_decision_boundary(model, X, y):\n", " amin, bmin = X.min(axis=0) - 0.1\n", @@ -170,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -183,25 +268,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train, y_train, epochs=100, verbose=0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10/10 [==============================] - 0s 2ms/step - loss: 0.0055 - accuracy: 0.9967\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.005525540094822645, 0.996666669845581]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.evaluate(X_test, y_test)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -210,9 +324,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Accuracy score on the Train set is:\t0.999\n", + "The Accuracy score on the Test set is:\t0.997\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "E:\\anaconda3\\envs\\ztdl\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\sequential.py:455: UserWarning: `model.predict_classes()` is deprecated and will be removed after 2021-01-01. Please use instead:* `np.argmax(model.predict(x), axis=-1)`, if your model does multi-class classification (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`, if your model does binary classification (e.g. if it uses a `sigmoid` last-layer activation).\n", + " warnings.warn('`model.predict_classes()` is deprecated and '\n" + ] + } + ], "source": [ "y_train_pred = model.predict_classes(X_train)\n", "y_test_pred = model.predict_classes(X_test)\n", @@ -223,9 +354,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "target_dict = {n:i for i, n in enumerate(target_names)}\n", "target_dict" @@ -299,9 +656,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "Name: species, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y= df['species'].map(target_dict)\n", "y.head()" @@ -309,7 +682,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -318,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -327,16 +700,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.]], dtype=float32)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_cat[:10]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -346,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -359,16 +752,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "4/4 [==============================] - 1s 68ms/step - loss: 3.8692 - accuracy: 0.3426 - val_loss: 0.8467 - val_accuracy: 0.6667\n", + "Epoch 2/20\n", + "4/4 [==============================] - 0s 9ms/step - loss: 1.8974 - accuracy: 0.2685 - val_loss: 2.3150 - val_accuracy: 0.1667\n", + "Epoch 3/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 1.8585 - accuracy: 0.3241 - val_loss: 0.7279 - val_accuracy: 0.6667\n", + "Epoch 4/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.9960 - accuracy: 0.4259 - val_loss: 0.7373 - val_accuracy: 0.8333\n", + "Epoch 5/20\n", + "4/4 [==============================] - 0s 9ms/step - loss: 0.8322 - accuracy: 0.5556 - val_loss: 1.2553 - val_accuracy: 0.3333\n", + "Epoch 6/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.6827 - accuracy: 0.6759 - val_loss: 0.6790 - val_accuracy: 0.4167\n", + "Epoch 7/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.5158 - accuracy: 0.8611 - val_loss: 0.4947 - val_accuracy: 1.0000\n", + "Epoch 8/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.5218 - accuracy: 0.8981 - val_loss: 0.6450 - val_accuracy: 0.4167\n", + "Epoch 9/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.4776 - accuracy: 0.7222 - val_loss: 0.6081 - val_accuracy: 0.5000\n", + "Epoch 10/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.4117 - accuracy: 0.8704 - val_loss: 0.4369 - val_accuracy: 1.0000\n", + "Epoch 11/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.3929 - accuracy: 0.8889 - val_loss: 0.5062 - val_accuracy: 0.9167\n", + "Epoch 12/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.3904 - accuracy: 0.8241 - val_loss: 0.6121 - val_accuracy: 0.5000\n", + "Epoch 13/20\n", + "4/4 [==============================] - 0s 9ms/step - loss: 0.3602 - accuracy: 0.9074 - val_loss: 0.3730 - val_accuracy: 1.0000\n", + "Epoch 14/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.3541 - accuracy: 0.8889 - val_loss: 0.4884 - val_accuracy: 0.7500\n", + "Epoch 15/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.3637 - accuracy: 0.7963 - val_loss: 0.5803 - val_accuracy: 0.5000\n", + "Epoch 16/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.3375 - accuracy: 0.9074 - val_loss: 0.2836 - val_accuracy: 1.0000\n", + "Epoch 17/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.3550 - accuracy: 0.8519 - val_loss: 0.4323 - val_accuracy: 0.8333\n", + "Epoch 18/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.3307 - accuracy: 0.8611 - val_loss: 0.5364 - val_accuracy: 0.5000\n", + "Epoch 19/20\n", + "4/4 [==============================] - 0s 10ms/step - loss: 0.3150 - accuracy: 0.9167 - val_loss: 0.2939 - val_accuracy: 1.0000\n", + "Epoch 20/20\n", + "4/4 [==============================] - 0s 11ms/step - loss: 0.2889 - accuracy: 0.9444 - val_loss: 0.5046 - val_accuracy: 0.7500\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train, y_train, epochs=20, validation_split=0.1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -377,16 +827,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1.5142277e-03, 1.7914671e-01, 8.1933904e-01],\n", + " [1.5045701e-03, 1.6793151e-01, 8.3056390e-01],\n", + " [5.6646995e-02, 5.7402408e-01, 3.6932889e-01],\n", + " [6.7636990e-03, 4.1984355e-01, 5.7339275e-01],\n", + " [9.8721075e-01, 1.2667239e-02, 1.2206978e-04]], dtype=float32)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred[:5]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -396,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -405,18 +870,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 9\n", + " 1 1.00 0.75 0.86 8\n", + " 2 0.87 1.00 0.93 13\n", + "\n", + " accuracy 0.93 30\n", + " macro avg 0.96 0.92 0.93 30\n", + "weighted avg 0.94 0.93 0.93 30\n", + "\n" + ] + } + ], "source": [ "print(classification_report(y_test_class, y_pred_class))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9, 0, 0],\n", + " [ 0, 6, 2],\n", + " [ 0, 0, 13]], dtype=int64)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "confusion_matrix(y_test_class, y_pred_class)" ] diff --git a/data/opdr5-1-b.png b/data/opdr5-1-b.png new file mode 100644 index 0000000000000000000000000000000000000000..8bf9c67de2c744b27252e1840d1e99d45dc7fc65 GIT binary patch literal 30445 zcmeFXWm{a$)-9Zn#@z{?5Znpw1h+;51b2tV-3bufEw~4l;BJk(ySqCCeLH*ad%q`n z&iMz=buB)yR@Lm9V^)nhW>p2t1I3XM@DX0UdW9@0A)@%|)f@j;uU^~3!9d=8{k}Bt z>J{lLNf9Asm)A!vW>bXVw3EWf=P?rA)jJ!Lh_)fC412lNe0S@nO6yf(W9z1rWd4&L zD`$e+IqNX1x55N(7TO75!UC8{D-nj?JH3Vh)Q@*kI8}yfWkUM`7V4bKpOP;PTh9;5 zl~q0)e>OHU-p0)S=2HCL;Fsvug`vo!0nV0)AmFb@N?ccE-@F7N)Cca{pO2uveA@qP zE+MF2@in}R=6|&B&b}lL*MI!~`!m(M*TEea?2Scq zQ140qcrg4A-u(6Iz5FLA41aPw9-UrJ@xb3>BxU}=|EDLA7UUmDnbkVQ zRO3beMps|n^Y2#xss9E1e*ypB8UEiD`v0U9--*zU&&4Y1cbk#DRYrqT1pk8qSOHRu zFp*q4cthXW5Ho%anMh6U75(^|58||u6yX{p8~y*shXBDs@Y+P4w8>Xe=&aQL+h^>k zl=o8aTqYzb?TYwY~OTGQ>h{#vnawrxTLg?*a%JgrSBRr@U 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hebben een schets gemaakt van hoe wij denken dat het \n", + "model er uit zal zien. De code voor het inladen van de foto hebben wij \n", + "gehaald uit de practicumomschrijving.\n", + "\"\"\"\n", + "\n", + "%pylab inline\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "img = mpimg.imread('../data/opdr5-1-b.png')\n", + "plt.figure(figsize(20,10))\n", + "imgplot = plt.imshow(img)\n" + ] + }, + { + "cell_type": "markdown", + "id": "c814b9e8", + "metadata": {}, + "source": [ + "Opdracht 5.1 c\n", + "Op basis van de hoeveelheid lagen, hebben wij geconcludeerd dat het shallow model niet genoeg lagen heeft om een accurate voorstelling te doen van een gegeven aantal inputs. Dit komt omdat het shallow model maar 1 hidden layer heeft." + ] }, { "cell_type": "markdown",