From b3a07c5bccac06dce495e77579bcd843d63a4d0f Mon Sep 17 00:00:00 2001 From: Frank Xu Date: Thu, 2 Oct 2025 09:10:27 -0400 Subject: [PATCH] fix cyfi445 lab 7 --- .../0_binary_classification.ipynb | 32 +++++++++--------- .../binary_classification.pptx | Bin 405767 -> 418569 bytes 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/CYFI445/lectures/05_binary_classification_1_to_1/0_binary_classification.ipynb b/CYFI445/lectures/05_binary_classification_1_to_1/0_binary_classification.ipynb index db44ea6..0ce69f0 100644 --- a/CYFI445/lectures/05_binary_classification_1_to_1/0_binary_classification.ipynb +++ b/CYFI445/lectures/05_binary_classification_1_to_1/0_binary_classification.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 1, "id": "5eedde1f", "metadata": {}, "outputs": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 2, "id": "c6fcc605", "metadata": {}, "outputs": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 3, "id": "a899d7d6", "metadata": {}, "outputs": [ @@ -188,14 +188,14 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 4, "id": "84f1138d", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5caef5ee08fb4e60a2b82fc83afbdd6f", + "model_id": "1fc20f3c750c45d6a8c7eb4998fd12ab", "version_major": 2, "version_minor": 0 }, @@ -212,7 +212,7 @@ "" ] }, - "execution_count": 139, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 5, "id": "e347fec9", "metadata": {}, "outputs": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 6, "id": "326de3e1", "metadata": {}, "outputs": [ @@ -362,16 +362,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch [10000/40000], Loss: 0.1517\n", - "Epoch [20000/40000], Loss: 0.1120\n", - "Epoch [30000/40000], Loss: 0.0940\n", - "Epoch [40000/40000], Loss: 0.0829\n", + "Epoch [10000/40000], Loss: 0.1531\n", + "Epoch [20000/40000], Loss: 0.1125\n", + "Epoch [30000/40000], Loss: 0.0943\n", + "Epoch [40000/40000], Loss: 0.0831\n", "\n", - "Model Parameters: w = 1.8337, b = -9.9123\n", + "Model Parameters: w = 1.8303, b = -9.8934\n", "\n", "Tumor Sizes: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", "True Labels: [0, 0, 0, 0, 0, 1, 1, 1, 1, 1]\n", - "Predicted Probabilities: [0.0003099874884355813, 0.0019363445462659001, 0.01199304684996605, 0.07058683782815933, 0.3221176862716675, 0.74830561876297, 0.9489838480949402, 0.9914809465408325, 0.9986286163330078, 0.9997805953025818]\n", + "Predicted Probabilities: [0.0003148354298900813, 0.0019599415827542543, 0.012097183614969254, 0.07093961536884308, 0.3225499391555786, 0.7480406165122986, 0.9487512111663818, 0.9914116859436035, 0.998612642288208, 0.9997772574424744]\n", "Predicted Labels: [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n" ] } @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 7, "id": "de9d2f63", "metadata": {}, "outputs": [ @@ -457,7 +457,7 @@ "text": [ "\n", "Unseen Tumor Size: 5.5\n", - "Predicted Probability of Malignancy: 0.5431\n", + "Predicted Probability of Malignancy: 0.5432\n", "Predicted Label: 1.0 (Malignant)\n" ] } diff --git a/CYFI445/lectures/05_binary_classification_1_to_1/binary_classification.pptx b/CYFI445/lectures/05_binary_classification_1_to_1/binary_classification.pptx index f26788ba54173e7b70d5b3197dfb0bfde1ee2858..082149c80c8d3968c5f66f4caf296bbf7cb33621 100644 GIT binary patch delta 38478 zcmYhhQ+Oa<*EAeW>}29(q6sIqZQHhObZjRR+cqYe*tTuk`saS$@8Cb%-M#x{U8`!< zuG*oySmA@%wI5(GGVG7uBhVlq&<&8_UElz6$%P=~@vGIUoC+AU@^B&?S!(@Ma^L&+ zlIv)ts7S%!s$#8NfOm z%#X2=Zu?tQ=bgo&1H<|OX^6+x@gQ6h=?`R%_-DDuHBbk{gu4l-%M{58mF>sD0)628 ziAWJ?5c$srqJ>Bdm-)=h^ba>YKIabo?|-NVI`Ecnmfb%t&c42GF3x`Nk!q$`RKjEo 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