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 f103d5115675dee8f5c848ccd123ad67f6e19be7..741ab5c0721511b4332657e41b3be927d8c54f24 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 @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 74, "metadata": { "nbpresent": { "id": "409a1ab7-fe1d-4430-b904-7694020a6223" @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 75, "metadata": { "nbpresent": { "id": "f77bd9ec-de3b-4c56-b08d-4a65f0780408" @@ -63,7 +63,7 @@ "dict" ] }, - "execution_count": 2, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 76, "metadata": { "nbpresent": { "id": "c874a7c9-de0c-4ccd-a0f1-8f8a3265a0b6" @@ -98,7 +98,7 @@ "dict_keys([b'batch_label', b'labels', b'data', b'filenames'])" ] }, - "execution_count": 3, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": { "nbpresent": { "id": "fe299a35-c930-4078-97b7-c9b67f42ec42" @@ -133,7 +133,7 @@ "numpy.ndarray" ] }, - "execution_count": 4, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "nbpresent": { "id": "46a97575-36c0-4920-a8dc-762e94239b7e" @@ -168,7 +168,7 @@ "list" ] }, - "execution_count": 5, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -190,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": { "nbpresent": { "id": "b012720d-81f8-455d-8ce7-bfca64a842c8" @@ -203,7 +203,7 @@ "(10000, 3072)" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": { "nbpresent": { "id": "49c776cb-c8aa-461b-a0da-4f4d38342e2e" @@ -238,7 +238,7 @@ "10000" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -260,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": { "nbpresent": { "id": "438920f4-774e-4e94-9b7c-30a2106d163c" @@ -273,7 +273,7 @@ "[6, 9, 9, 4, 1, 1, 2, 7, 8, 3]" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -295,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": { "nbpresent": { "id": "7617a699-c3d5-434f-97a5-3443489ac9db" @@ -308,7 +308,7 @@ "dtype('uint8')" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -330,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": { "nbpresent": { "id": "942f351b-b771-4375-8df2-eec28391a576" @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": { "nbpresent": { "id": "9b85b9a0-5f2b-4c68-a74f-82f1ec212215" @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": { "nbpresent": { "id": "5c85918c-f89e-4156-8cdd-ca38d14afbb9" @@ -401,7 +401,7 @@ "(10000, 3072)" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -424,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": { "nbpresent": { "id": "5f913d95-aa49-4727-8c6f-5630cbf59741" @@ -437,7 +437,7 @@ "(10000,)" ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -460,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": { "nbpresent": { "id": "a0eb7a33-19c9-46e4-b471-6f7904389177" @@ -473,7 +473,7 @@ "(50000, 3072)" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -495,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": { "nbpresent": { "id": "d699e7a7-efc0-421f-bd8d-2d2b34a09516" @@ -508,7 +508,7 @@ "(50000,)" ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -550,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": { "nbpresent": { "id": "d817d603-7d37-4ff2-b3d1-e95875b48f8f" @@ -558,13 +558,6 @@ "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Matplotlib is building the font cache; this may take a moment.\n" - ] - }, { "data": { "image/png": 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\n", @@ -600,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": { "nbpresent": { "id": "ba3743b9-ea50-4201-ad99-5fa47e8b82fb" @@ -609,7 +602,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 70 Axes>" ] @@ -665,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": { "nbpresent": { "id": "26316896-3b01-455b-9a0a-87278f088d83" @@ -697,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": { "nbpresent": { "id": "497fbf77-9a17-4b35-a0d8-375972850902" @@ -854,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": { "nbpresent": { "id": "215be79c-8fe0-4e10-9587-6bea172bb33a" @@ -878,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": { "nbpresent": { "id": "de24c3a8-0860-446e-b974-3e0c334feced" @@ -902,7 +895,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": { "nbpresent": { "id": "d87bb3a8-6338-4957-ac73-4c81b87821eb" @@ -915,7 +908,7 @@ "(500, 5000)" ] }, - "execution_count": 22, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -938,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": { "nbpresent": { "id": "ae3a05a2-a3e6-4e65-a59f-0204411f57f9" @@ -976,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": { "nbpresent": { "id": "219d7522-e633-4136-aa98-9abe80ca7bf3" @@ -1000,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": { "nbpresent": { "id": "f1ac90b4-5005-4940-9663-0bfd9574dc8c" @@ -1034,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": { "nbpresent": { "id": "7a4433f3-d7d4-4b7c-bd21-6f6d5272c837" @@ -1058,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": { "nbpresent": { "id": "445220c9-4974-41a0-a36c-a309d395490b" @@ -1088,7 +1081,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1158,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": { "nbpresent": { "id": "edecc2dc-bbf4-47bb-8902-6910fef3eae0" @@ -1210,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, "metadata": { "nbpresent": { "id": "1d3c6b0c-9a33-4f71-b283-0b1eb8061e77" @@ -1221,9 +1214,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Two loop version took 58.292783 seconds\n", - "One loop version took 82.479898 seconds\n", - "No loop version took 0.225247 seconds\n" + "Two loop version took 66.663865 seconds\n", + "One loop version took 81.752124 seconds\n", + "No loop version took 0.792757 seconds\n" ] } ], @@ -1261,7 +1254,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, "metadata": { "nbpresent": { "id": "48a7d639-21bd-4b58-892d-c54a818111aa" @@ -1292,7 +1285,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, "metadata": { "nbpresent": { "id": "ee7f2e26-fa37-45b0-af4c-c225369eedc2" @@ -1319,7 +1312,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 36, "metadata": { "nbpresent": { "id": "dd9d3e91-fb0d-4ea1-8e37-6282e1eea5f5" @@ -1333,7 +1326,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1342,7 +1335,7 @@ "(1000, 3072)" ] }, - "execution_count": 34, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1367,7 +1360,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "metadata": { "nbpresent": { "id": "a14b3164-b63a-49eb-980e-57c74b2304db" @@ -1395,7 +1388,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 39, "metadata": { "nbpresent": { "id": "6c869757-5e74-48cc-b7ef-14246b832a99" @@ -1430,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "metadata": { "nbpresent": { "id": "d7c42393-850e-4329-91db-5c052fe247e0" @@ -1519,7 +1512,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 41, "metadata": { "nbpresent": { "id": "e81573f1-9d05-44e2-a581-ffa01100b7af" @@ -1558,7 +1551,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 42, "metadata": { "nbpresent": { "id": "c9af79e8-2cfa-42ed-84fe-efbdadcf65fd" @@ -1601,7 +1594,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 58, "metadata": { "nbpresent": { "id": "ce60718f-a584-4026-8071-292b5943eca4" @@ -1631,7 +1624,31 @@ " X = X.astype('float')\n", " for i in range(num_test):\n", " dists[i, :] = (np.sum(np.abs(self.X_train - X[i,:]), axis = 1))\n", - " \n", + " return dists \n", + " \n", + " def compute_distances_two_loops(self, X):\n", + " \"\"\"\n", + " Compute the distance between each test point in X and each \n", + " training point in self.X_train using a nested loop over both \n", + " the training data and the test data.\n", + "\n", + " Inputs:\n", + " - X: A numpy array of shape (num_test, D) containing test data.\n", + "\n", + " Returns:\n", + " - dists: A numpy array of shape (num_test, num_train) where \n", + " dists[i, j] is the Euclidean distance between the ith test \n", + " point and the jth training point.\n", + " \"\"\"\n", + " num_test = X.shape[0]\n", + " num_train = self.X_train.shape[0]\n", + " dists = np.zeros((num_test, num_train))\n", + " X = X.astype('float')\n", + " for i in range(num_test):\n", + " 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", " " @@ -1650,7 +1667,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 59, "metadata": { "nbpresent": { "id": "235c3d13-a428-4dae-a286-6ea912f8a0b2" @@ -1674,7 +1691,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 60, "metadata": { "nbpresent": { "id": "627b4ca8-b0df-473d-8e53-3bcc2e31acd8" @@ -1698,7 +1715,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 61, "metadata": { "nbpresent": { "id": "f6ecd69e-e8b4-44a5-8ec1-8aeb47fbc5b5" @@ -1711,7 +1728,7 @@ "(500, 5000)" ] }, - "execution_count": 43, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -1734,7 +1751,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 62, "metadata": { "nbpresent": { "id": "606e2720-6672-45f3-ae46-761df5c2066d" @@ -1758,7 +1775,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 63, "metadata": { "nbpresent": { "id": "1919eb5a-988f-4bee-a646-d110372bbca6" @@ -1788,7 +1805,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -1842,7 +1859,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 65, "metadata": { "nbpresent": { "id": "4d4d5599-4959-4aa9-8250-7ccd99c0eef6" @@ -1873,7 +1890,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 66, "metadata": { "nbpresent": { "id": "50f9138b-3378-411f-96a1-5e3fe013e396" @@ -1900,7 +1917,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 67, "metadata": { "nbpresent": { "id": "ca3a1d8c-4b8a-42d6-94e7-793e87cebdea" @@ -1928,7 +1945,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 68, "metadata": { "nbpresent": { "id": "05e1ac10-1a25-4740-a21b-8b067116fd69" @@ -1956,7 +1973,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": { "nbpresent": { "id": "bc2a21b5-4387-4bfc-8851-abcf62acaafc" @@ -1972,7 +1989,7 @@ " 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_one_loop(X_train_folds[i])\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" @@ -1991,80 +2008,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "nbpresent": { "id": "972c66f2-03ea-4de0-8ac6-a564c3365f50" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "k = 1, accuracy = 0.291000\n", - "k = 1, accuracy = 0.313000\n", - "k = 1, accuracy = 0.294000\n", - "k = 1, accuracy = 0.275000\n", - "k = 1, accuracy = 0.308000\n", - "k = 3, accuracy = 0.269000\n", - "k = 3, accuracy = 0.299000\n", - "k = 3, accuracy = 0.290000\n", - "k = 3, accuracy = 0.278000\n", - "k = 3, accuracy = 0.296000\n", - "k = 5, accuracy = 0.275000\n", - "k = 5, accuracy = 0.311000\n", - "k = 5, accuracy = 0.301000\n", - "k = 5, accuracy = 0.314000\n", - "k = 5, accuracy = 0.309000\n", - "k = 7, accuracy = 0.280000\n", - "k = 7, accuracy = 0.329000\n", - "k = 7, accuracy = 0.313000\n", - "k = 7, accuracy = 0.320000\n", - "k = 7, accuracy = 0.313000\n", - "k = 9, accuracy = 0.291000\n", - "k = 9, accuracy = 0.314000\n", - "k = 9, accuracy = 0.310000\n", - "k = 9, accuracy = 0.322000\n", - "k = 9, accuracy = 0.315000\n", - "k = 10, accuracy = 0.289000\n", - "k = 10, accuracy = 0.312000\n", - "k = 10, accuracy = 0.320000\n", - "k = 10, accuracy = 0.323000\n", - "k = 10, accuracy = 0.313000\n", - "k = 12, accuracy = 0.295000\n", - "k = 12, accuracy = 0.320000\n", - "k = 12, accuracy = 0.324000\n", - "k = 12, accuracy = 0.332000\n", - "k = 12, accuracy = 0.318000\n", - "k = 15, accuracy = 0.287000\n", - "k = 15, accuracy = 0.324000\n", - "k = 15, accuracy = 0.317000\n", - "k = 15, accuracy = 0.319000\n", - "k = 15, accuracy = 0.321000\n", - "k = 18, accuracy = 0.289000\n", - "k = 18, accuracy = 0.321000\n", - "k = 18, accuracy = 0.307000\n", - "k = 18, accuracy = 0.319000\n", - "k = 18, accuracy = 0.306000\n", - "k = 20, accuracy = 0.287000\n", - "k = 20, accuracy = 0.327000\n", - "k = 20, accuracy = 0.309000\n", - "k = 20, accuracy = 0.307000\n", - "k = 20, accuracy = 0.306000\n", - "k = 50, accuracy = 0.285000\n", - "k = 50, accuracy = 0.301000\n", - "k = 50, accuracy = 0.294000\n", - "k = 50, accuracy = 0.290000\n", - "k = 50, accuracy = 0.293000\n", - "k = 100, accuracy = 0.283000\n", - "k = 100, accuracy = 0.285000\n", - "k = 100, accuracy = 0.279000\n", - "k = 100, accuracy = 0.285000\n", - "k = 100, accuracy = 0.277000\n" - ] - } - ], + "outputs": [], "source": [ "for k in sorted(k_to_accuracies):\n", " for accuracy in k_to_accuracies[k]:\n", @@ -2085,26 +2035,13 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "nbpresent": { "id": "a028040f-a7a6-4b61-904d-48090dcbbe8d" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for k in k_choices:\n", " accuracies = k_to_accuracies[k]\n", @@ -2124,26 +2061,13 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "nbpresent": { "id": "caf9f446-5155-42db-a69b-46f1d7f06322" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n", "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",