From b66e5daf26670b8dee28fe9bf18149d39ed7f701 Mon Sep 17 00:00:00 2001 From: Jeanette Lee <jeanette.lee@stud.hslu.ch> Date: Sun, 13 Mar 2022 17:37:08 +0000 Subject: [PATCH] k-fold cross validation reviewed --- ...Introduction to Image Classification.ipynb | 167 +++++------------- 1 file changed, 47 insertions(+), 120 deletions(-) diff --git a/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb b/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb index f32f394..531b22f 100644 --- a/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb +++ b/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb @@ -720,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 20, "metadata": { "nbpresent": { "id": "ba3743b9-ea50-4201-ad99-5fa47e8b82fb" @@ -729,7 +729,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 70 Axes>" ] @@ -799,7 +799,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 21, "metadata": { "nbpresent": { "id": "26316896-3b01-455b-9a0a-87278f088d83" @@ -827,7 +827,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -870,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 23, "metadata": { "nbpresent": { "id": "497fbf77-9a17-4b35-a0d8-375972850902" @@ -1076,7 +1076,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 24, "metadata": { "nbpresent": { "id": "215be79c-8fe0-4e10-9587-6bea172bb33a" @@ -1100,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 25, "metadata": { "nbpresent": { "id": "de24c3a8-0860-446e-b974-3e0c334feced" @@ -1124,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 26, "metadata": { "nbpresent": { "id": "d87bb3a8-6338-4957-ac73-4c81b87821eb" @@ -1137,7 +1137,7 @@ "(500, 5000)" ] }, - "execution_count": 42, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1160,7 +1160,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 27, "metadata": { "nbpresent": { "id": "ae3a05a2-a3e6-4e65-a59f-0204411f57f9" @@ -1198,7 +1198,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 28, "metadata": { "nbpresent": { "id": "219d7522-e633-4136-aa98-9abe80ca7bf3" @@ -1222,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 29, "metadata": { "nbpresent": { "id": "f1ac90b4-5005-4940-9663-0bfd9574dc8c" @@ -1240,7 +1240,7 @@ "source": [ "num_correct = np.sum(y_test_pred == y_test)\n", "accuracy = float(num_correct) / num_test\n", - "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))\n" + "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))" ] }, { @@ -1256,7 +1256,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 30, "metadata": { "nbpresent": { "id": "7a4433f3-d7d4-4b7c-bd21-6f6d5272c837" @@ -1280,7 +1280,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 31, "metadata": { "nbpresent": { "id": "445220c9-4974-41a0-a36c-a309d395490b" @@ -1310,85 +1310,25 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 32, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting seaborn\n", - " Downloading seaborn-0.11.2-py3-none-any.whl (292 kB)\n", - "\u001b[2K \u001b[90mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m \u001b[32m292.8/292.8 KB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n", - "\u001b[?25hRequirement already satisfied: pandas>=0.23 in /opt/conda/lib/python3.9/site-packages (from seaborn) (1.4.1)\n", - "Requirement already satisfied: matplotlib>=2.2 in /opt/conda/lib/python3.9/site-packages (from seaborn) (3.5.1)\n", - "Requirement already satisfied: numpy>=1.15 in /opt/conda/lib/python3.9/site-packages (from seaborn) (1.22.3)\n", - "Collecting scipy>=1.0\n", - " Downloading scipy-1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (42.1 MB)\n", - "\u001b[2K \u001b[90mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m \u001b[32m42.1/42.1 MB\u001b[0m \u001b[31m12.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", - "\u001b[?25hRequirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n", - "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (21.2)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.9/site-packages (from 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"\u001b[33mWARNING: You are using pip version 22.0.3; however, version 22.0.4 is available.\n", - "You should consider upgrading via the '/opt/conda/bin/python -m pip install --upgrade pip' command.\u001b[0m\u001b[33m\n", - "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n" - ] - } - ], + "outputs": [], "source": [ - "pip install seaborn" + "#pip install seaborn" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 33, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting sklearn\n", - " Downloading sklearn-0.0.tar.gz (1.1 kB)\n", - " Preparing metadata (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25hCollecting scikit-learn\n", - " Downloading scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.4 MB)\n", - "\u001b[2K \u001b[90mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m \u001b[32m26.4/26.4 MB\u001b[0m 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sha256=9a711d0b2ad4b1361732a98e940c776a45a5e1d33454b1f48d8cd2bf8a530adb\n", - " Stored in directory: /home/jovyan/.cache/pip/wheels/e4/7b/98/b6466d71b8d738a0c547008b9eb39bf8676d1ff6ca4b22af1c\n", - "Successfully built sklearn\n", - "Installing collected packages: threadpoolctl, joblib, scikit-learn, sklearn\n", - "Successfully installed joblib-1.1.0 scikit-learn-1.0.2 sklearn-0.0 threadpoolctl-3.1.0\n", - "\u001b[33mWARNING: You are using pip version 22.0.3; however, version 22.0.4 is available.\n", - "You should consider upgrading via the '/opt/conda/bin/python -m pip install --upgrade pip' command.\u001b[0m\u001b[33m\n", - "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n" - ] - } - ], + "outputs": [], "source": [ - "pip install sklearn" + "#pip install sklearn" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1543,7 +1483,7 @@ } }, "source": [ - "# 3. k-fold cross validation\n" + "## k-fold cross validation\n" ] }, { @@ -1558,8 +1498,6 @@ "source": [ "num_folds = 5\n", "\n", - "k_choices = [1, 3, 5, 7, 9, 10, 12, 15, 18, 20, 50, 100]\n", - "\n", "X_train_folds = []\n", "y_train_folds = []" ] @@ -1599,9 +1537,9 @@ } }, "source": [ - "In the case of `num_train = 5000` and 5 folds, we obtain \n", - "`X_train_folds = np.split(X_train, [1000, 2000, 3000, 4000])`\n", - "`y_train_folds = np.split(y_train, [1000, 2000, 3000, 4000])`" + "Here `num_train = 5000` and in the case of 5 folds, we obtain \n", + "- `X_train_folds = np.split(X_train, [1000, 2000, 3000, 4000])` \n", + "- `y_train_folds = np.split(y_train, [1000, 2000, 3000, 4000])`" ] }, { @@ -1615,7 +1553,7 @@ "outputs": [], "source": [ "X_train_folds = np.split(X_train, [(i + 1)*fold_size for i in np.arange(num_folds)])\n", - "y_train_folds = np.split(y_train, [(i + 1)*fold_size for i in np.arange(num_folds)])\n" + "y_train_folds = np.split(y_train, [(i + 1)*fold_size for i in np.arange(num_folds)])" ] }, { @@ -1635,7 +1573,7 @@ } }, "source": [ - "A dictionary holding the accuracies for different values of $k$ that we find\n", + "Create a dictionary holding the accuracies for different values of $k$ that we find\n", "when running cross-validation. After running cross-validation,\n", "`k_to_accuracies[k]` should be a list of length `num_folds` giving the different\n", "accuracy values that we found when using that value of $k$." @@ -1651,6 +1589,7 @@ }, "outputs": [], "source": [ + "k_choices = [1, 3, 5, 7, 9, 10, 12, 15, 18, 20, 50, 100]\n", "k_to_accuracies = {}" ] }, @@ -1662,11 +1601,10 @@ } }, "source": [ - "We perform $k$-fold cross validation to find the best value of $k$. For each \n", - "possible value of $k$, run the $k$-nearest-neighbor algorithm `num_folds` times, \n", - "where in each case you use all but one of the folds as training data and the \n", - "last fold as a validation set. Store the accuracies for all fold and all \n", - "values of k in the `k_to_accuracies` dictionary. " + "We perform $k$-fold cross validation to find the best value of $k$. \n", + "For each possible value of $k$, run the $k$-nearest-neighbor algorithm `num_folds` times, \n", + "where in each case you use all but one of the folds as training data and the last fold as a validation set. \n", + "Store the accuracies for all fold and all values of k in the `k_to_accuracies` dictionary. " ] }, { @@ -1680,17 +1618,16 @@ "outputs": [], "source": [ "for k in k_choices:\n", - " \n", " k_to_accuracies[k] = []\n", " classifier = KNearestNeighbor()\n", + " \n", " for i in range(num_folds):\n", " X_cv_training = np.concatenate([x for k, x in enumerate(X_train_folds) if k!=i], axis=0)\n", " y_cv_training = np.concatenate([x for k, x in enumerate(y_train_folds) if k!=i], axis=0)\n", " classifier.train(X_cv_training, y_cv_training)\n", " dists = classifier.compute_distances_no_loops(X_train_folds[i])\n", " y_test_pred = classifier.predict_labels(dists, k=k)\n", - " k_to_accuracies[k].append(np.mean(y_train_folds[i] == y_test_pred))\n", - " \n" + " k_to_accuracies[k].append(np.mean(y_train_folds[i] == y_test_pred))" ] }, { @@ -1716,7 +1653,7 @@ "source": [ "for k in sorted(k_to_accuracies):\n", " for accuracy in k_to_accuracies[k]:\n", - " print('k = %d, accuracy = %f' % (k, accuracy))\n" + " print('k = %d, accuracy = %f' % (k, accuracy))" ] }, { @@ -1779,7 +1716,7 @@ } }, "source": [ - " # K-Nearest Neighbor with L1 distance" + " # 4. K-Nearest Neighbor with L1 distance" ] }, { @@ -1838,10 +1775,7 @@ " for j in range(num_train):\n", " dists[i, j] = np.sum(np.abs(self.X_train[j,:] - X[i,:]))\n", " \n", - " \n", - " \n", - " return dists\n", - " " + " return dists" ] }, { @@ -2012,7 +1946,7 @@ } }, "source": [ - "# k-fold cross validation" + "## k-fold cross validation" ] }, { @@ -2027,8 +1961,6 @@ "source": [ "num_folds = 5\n", "\n", - "k_choices = [1, 3, 5, 7, 9, 10, 12, 15, 18, 20, 50, 100]\n", - "\n", "X_train_folds = []\n", "y_train_folds = []" ] @@ -2068,9 +2000,9 @@ } }, "source": [ - " In the case of `num_train = 5000` and 5 folds, we obtain \n", - "`X_train_folds = np.split(X_train, [1000, 2000, 3000, 4000])`\n", - "`y_train_folds = np.split(y_train, [1000, 2000, 3000, 4000])`" + " In the case of `num_train = 5000` and 5 folds, we obtain: \n", + "- `X_train_folds = np.split(X_train, [1000, 2000, 3000, 4000])` \n", + "- `y_train_folds = np.split(y_train, [1000, 2000, 3000, 4000])`" ] }, { @@ -2084,7 +2016,7 @@ "outputs": [], "source": [ "X_train_folds = np.split(X_train, [(i + 1)*fold_size for i in np.arange(num_folds)])\n", - "y_train_folds = np.split(y_train, [(i + 1)*fold_size for i in np.arange(num_folds)])\n" + "y_train_folds = np.split(y_train, [(i + 1)*fold_size for i in np.arange(num_folds)])" ] }, { @@ -2111,6 +2043,7 @@ }, "outputs": [], "source": [ + "k_choices = [1, 3, 5, 7, 9, 10, 12, 15, 18, 20, 50, 100]\n", "k_to_accuracies = {}" ] }, @@ -2122,11 +2055,7 @@ } }, "source": [ - "We perform $k$-fold cross validation to find the best value of $k$. For each \n", - "possible value of $k$, run the $k$-nearest-neighbor algorithm `num_folds` times, \n", - "where in each case you use all but one of the folds as training data and the \n", - "last fold as a validation set. Store the accuracies for all fold and all \n", - "values of $k$ in the `k_to_accuracies` dictionary. " + "We perform $k$-fold cross validation to find the best value of $k$. For each possible value of $k$, run the $k$-nearest-neighbor algorithm `num_folds` times, where in each case you use all but one of the folds as training data and the last fold as a validation set. Store the accuracies for all fold and all values of $k$ in the `k_to_accuracies` dictionary. " ] }, { @@ -2149,8 +2078,7 @@ " classifier.train(X_cv_training, y_cv_training)\n", " dists = classifier.compute_distances_two_loops(X_train_folds[i])\n", " y_test_pred = classifier.predict_labels(dists, k=k)\n", - " k_to_accuracies[k].append(np.mean(y_train_folds[i] == y_test_pred))\n", - " \n" + " k_to_accuracies[k].append(np.mean(y_train_folds[i] == y_test_pred))" ] }, { @@ -2176,8 +2104,7 @@ "source": [ "for k in sorted(k_to_accuracies):\n", " for accuracy in k_to_accuracies[k]:\n", - " print('k = %d, accuracy = %f' % (k, accuracy))\n", - "\n" + " print('k = %d, accuracy = %f' % (k, accuracy))" ] }, { -- GitLab