From 081c060838249a0b0876bb096760c32be7974610 Mon Sep 17 00:00:00 2001 From: Frank Xu Date: Fri, 3 Oct 2025 11:00:49 -0400 Subject: [PATCH] add cyfi445 labs --- .../0_binary_classification.ipynb | 32 ++++++++++-------- .../binary_classification.pptx | Bin 418569 -> 427385 bytes .../scatter_with_sigmoid.png | Bin 29253 -> 28608 bytes .../0_ML_workflow_breast_cancer.pptx | Bin 228741 -> 230546 bytes .../0_ML_concepts_multiclass.pptx | Bin 2324676 -> 2324675 bytes 5 files changed, 17 insertions(+), 15 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 0ce69f0..23d3943 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": 1, + "execution_count": 15, "id": "5eedde1f", "metadata": {}, "outputs": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "id": "c6fcc605", "metadata": {}, "outputs": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "id": "a899d7d6", "metadata": {}, "outputs": [ @@ -188,14 +188,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "id": "84f1138d", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1fc20f3c750c45d6a8c7eb4998fd12ab", + "model_id": "004cf80f023f4aff865aa2c9188ae4b2", "version_major": 2, "version_minor": 0 }, @@ -212,7 +212,7 @@ "" ] }, - "execution_count": 4, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "id": "e347fec9", "metadata": {}, "outputs": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "id": "326de3e1", "metadata": {}, "outputs": [ @@ -362,16 +362,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch [10000/40000], Loss: 0.1531\n", + "Epoch [10000/40000], Loss: 0.1530\n", "Epoch [20000/40000], Loss: 0.1125\n", - "Epoch [30000/40000], Loss: 0.0943\n", + "Epoch [30000/40000], Loss: 0.0942\n", "Epoch [40000/40000], Loss: 0.0831\n", "\n", - "Model Parameters: w = 1.8303, b = -9.8934\n", + "Model Parameters: w = 1.8304, b = -9.8944\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: [0.0003148354298900813, 0.0019599415827542543, 0.012097183614969254, 0.07093961536884308, 0.3225499391555786, 0.7480406165122986, 0.9487512111663818, 0.9914116859436035, 0.998612642288208, 0.9997772574424744]\n", + "Predicted Probabilities: [0.00031458670855499804, 0.0019587331917136908, 0.012091861106455326, 0.0709216371178627, 0.32252806425094604, 0.7480542063713074, 0.9487631320953369, 0.9914152026176453, 0.9986134767532349, 0.9997773766517639]\n", "Predicted Labels: [0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n" ] } @@ -415,6 +415,8 @@ " outputs = model(X_tensor)\n", " loss = criterion(outputs, Y_tensor)\n", " \n", + " # print(loss.grad_fn) # \n", + " \n", " # Backward pass and optimization\n", " optimizer.zero_grad()\n", " loss.backward()\n", @@ -447,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "id": "de9d2f63", "metadata": {}, "outputs": [ @@ -458,7 +460,7 @@ "\n", "Unseen Tumor Size: 5.5\n", "Predicted Probability of Malignancy: 0.5432\n", - "Predicted Label: 1.0 (Malignant)\n" + "Predicted Label: True (Malignant)\n" ] } ], @@ -468,7 +470,7 @@ "model.eval()\n", "with torch.no_grad():\n", " prediction = model(unseen_input)\n", - " predicted_label = (prediction >= 0.5).float()\n", + " predicted_label = prediction >= 0.5\n", "\n", "# Print results\n", "print(f\"\\nUnseen Tumor Size: {unseen_input.item()}\")\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 082149c80c8d3968c5f66f4caf296bbf7cb33621..13959cf885687a283854fafba0ebbad77adf7921 100644 GIT binary patch delta 22076 zcmbrk1#nwU&@CvLnJH$DnPX;VjG394QO20rF*C-@%n(z|%osD4}0cb3B({7a*WANhh83Em< zJTu8^o1OGbot#y$ra?fdE@H`X*x$TCZ0nc}JE{ZYY1JZb=%!`*eO8`=8+iYvuwcRo4~qT(pT4KQ>QdaX>_%?1XhhgZ^fhe>%GXwGd+K4SvHkOmx9Iz z|F}^OMbz((K+xD&MN35(yGW~e;BR*mL<{yTz1&PzL|KJ~dC8O;g&NXT<m&171z#=2E_)TKzZ$Bv0ESkHZf zyB($DOz54!SC|^q&A=wM1dbraKS7s{(U1p=3kR||-hx(6J&Opxc4u9gPJc?eq|_2Cd`WdmIyLw`?~&+@#_E%~_;q`5 zj+eghr7p<5P=OnDb2!`H)tez*2*1Rl;XQ>q#vQ>pVwbW%b?4z1Q!!@@YZP@1G~$O# zx<8d+GVbX06U+7ymvHp*2u~GvhiA_3vZVFp9P3##Db?&Bd!+Z%PRk*&$>rnE7OgAw zA4cWVhmrSTL_dBQv9ZbZwjSXj6+ZZNpg)eoD?=oaM4=Ua_;oLi!%ssb$N(fyFf$=} z!7dUT#A8}*$9aNGBmeK|Fn-9&4py1Ph{cpk-@o?7tZ2(-4D(EqEPWr=FnC3cbYke; zlt8|(W%nYDLXniqd1vz(vnYhd<5()+0E@_8`_VU;* 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