From b37b4653083fbbf86721b39fa4c9744301c8b9ab Mon Sep 17 00:00:00 2001 From: Frank Xu Date: Thu, 22 May 2025 14:55:57 -0400 Subject: [PATCH] add lecture 13 --- lectures/00_configuration/installcommands.txt | 13 +- .../linear_regression.pptx | Bin 272760 -> 272722 bytes .../compute_gradient.pptx | Bin 1917240 -> 1916838 bytes .../0_pytorch_fundamentals_A.ipynb | 402 +++++++--- .../Universal_approximation_theorem.pptx | Bin 2294825 -> 3069983 bytes .../0_ML_concepts_multiclass.pptx | Bin 2105969 -> 2102589 bytes ...eyconcetps_multiclass_classification.ipynb | 37 +- .../10_word_embedding/0_word_embedding.pptx | Bin 3103347 -> 3464954 bytes lectures/12_Transformer/0_Transformer.pptx | Bin 7456598 -> 7535150 bytes .../0_translation_with_transformer.ipynb | 736 ++---------------- .../0_hugging_face_models.pptx | Bin 420235 -> 508265 bytes 11 files changed, 404 insertions(+), 784 deletions(-) diff --git a/lectures/00_configuration/installcommands.txt b/lectures/00_configuration/installcommands.txt index 8574028..a14f7fc 100644 --- a/lectures/00_configuration/installcommands.txt +++ b/lectures/00_configuration/installcommands.txt @@ -3,5 +3,16 @@ pip install scikit-learn pip install ultralytics pip install ultralytics opencv-python pip install transformers +pip install ipykernel # pip install sentencepiece did not work -conda install sentencepiece \ No newline at end of file +conda install sentencepiece + + +For AI Agents +- Create a different envirofment: python version 3.11 +- installl pytorch +- pip install browser-use +- pip install "browser-use[memory]" +- playwright install chromium --with-deps --no-shell + + diff --git a/lectures/01_linear_regression_concept/linear_regression.pptx b/lectures/01_linear_regression_concept/linear_regression.pptx index d580ea247150b98438b2774ebcb3ca327d0136cf..7f3a4b41348143ba22dc633e9c239cf9aac2cc99 100644 GIT binary patch delta 18635 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W8368(0_0%496*Bgm=b_K6aOE(1ueAz diff --git a/lectures/03_linear_regressioin_autogradient/0_pytorch_fundamentals_A.ipynb b/lectures/03_linear_regressioin_autogradient/0_pytorch_fundamentals_A.ipynb index 41f4d0f..966b321 100644 --- a/lectures/03_linear_regressioin_autogradient/0_pytorch_fundamentals_A.ipynb +++ b/lectures/03_linear_regressioin_autogradient/0_pytorch_fundamentals_A.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 43, "id": "739c5173", "metadata": {}, "outputs": [ @@ -23,7 +23,7 @@ "'2.6.0+cu126'" ] }, - "execution_count": 68, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 44, "id": "0e82be1e", "metadata": {}, "outputs": [ @@ -55,7 +55,7 @@ "tensor(5)" ] }, - "execution_count": 69, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 45, "id": "7c239759", "metadata": {}, "outputs": [ @@ -78,7 +78,7 @@ "0" ] }, - "execution_count": 70, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 46, "id": "d176548d", "metadata": {}, "outputs": [ @@ -108,7 +108,7 @@ "torch.Size([])" ] }, - "execution_count": 71, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 47, "id": "07e03145", "metadata": {}, "outputs": [ @@ -129,7 +129,7 @@ "5" ] }, - "execution_count": 72, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -140,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 48, "id": "41fcc46e", "metadata": {}, "outputs": [ @@ -150,7 +150,7 @@ "tensor([1, 2, 3])" ] }, - "execution_count": 73, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 49, "id": "f9894c37", "metadata": {}, "outputs": [ @@ -173,7 +173,7 @@ "1" ] }, - "execution_count": 74, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 50, "id": "7dc166eb", "metadata": {}, "outputs": [ @@ -194,7 +194,7 @@ "torch.Size([3])" ] }, - "execution_count": 75, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -206,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 51, "id": "2581817b", "metadata": {}, "outputs": [ @@ -217,7 +217,7 @@ " [ 9, 10]])" ] }, - "execution_count": 76, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -231,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 52, "id": "46961042", "metadata": {}, "outputs": [ @@ -241,7 +241,7 @@ "2" ] }, - "execution_count": 77, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 53, "id": "9669fda8", "metadata": {}, "outputs": [ @@ -262,7 +262,7 @@ "torch.Size([2, 2])" ] }, - "execution_count": 78, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 54, "id": "15297945", "metadata": {}, "outputs": [ @@ -285,7 +285,7 @@ " [2, 4, 5]]])" ] }, - "execution_count": 79, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -300,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 55, "id": "5bbed071", "metadata": {}, "outputs": [ @@ -310,7 +310,7 @@ "3" ] }, - "execution_count": 80, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -321,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 56, "id": "483d25c7", "metadata": {}, "outputs": [ @@ -331,7 +331,7 @@ "torch.Size([1, 3, 3])" ] }, - "execution_count": 81, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 57, "id": "c4e76ef2", "metadata": {}, "outputs": [ @@ -352,7 +352,7 @@ "torch.Size([1, 3, 3])" ] }, - "execution_count": 82, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -363,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 58, "id": "b56abf50", "metadata": {}, "outputs": [ @@ -375,7 +375,7 @@ " [6, 9]])" ] }, - "execution_count": 83, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 59, "id": "cdd39ae8", "metadata": {}, "outputs": [ @@ -402,7 +402,7 @@ " [9]])" ] }, - "execution_count": 84, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -414,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 60, "id": "adf1ab41", "metadata": {}, "outputs": [ @@ -426,7 +426,7 @@ " [2., 4., 5.]]])" ] }, - "execution_count": 85, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 61, "id": "a368079f", "metadata": {}, "outputs": [ @@ -451,7 +451,7 @@ "torch.float32" ] }, - "execution_count": 86, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -462,20 +462,20 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 62, "id": "4d00ea95", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(tensor([[0.5063, 0.3312],\n", - " [0.6630, 0.9314]]),\n", - " tensor([[0.8143, 0.8679],\n", - " [0.4806, 0.2617]]))" + "(tensor([[0.1741, 0.5130],\n", + " [0.5667, 0.7953]]),\n", + " tensor([[0.0304, 0.4022],\n", + " [0.2714, 0.4571]]))" ] }, - "execution_count": 87, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -496,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 63, "id": "2a2b9503", "metadata": {}, "outputs": [ @@ -508,7 +508,7 @@ " [3]])" ] }, - "execution_count": 88, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -521,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 64, "id": "0410ff02", "metadata": {}, "outputs": [ @@ -531,7 +531,7 @@ "tensor([[1, 2, 3]])" ] }, - "execution_count": 89, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -543,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 65, "id": "59a98657", "metadata": {}, "outputs": [ @@ -553,7 +553,7 @@ "tensor([1, 2, 3])" ] }, - "execution_count": 128, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -566,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 66, "id": "0abe9f66", "metadata": {}, "outputs": [ @@ -576,7 +576,7 @@ "tensor([1, 2, 3])" ] }, - "execution_count": 129, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -600,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 67, "id": "9033f667", "metadata": {}, "outputs": [ @@ -636,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 68, "id": "aeed7a0a", "metadata": {}, "outputs": [ @@ -646,7 +646,7 @@ "tensor([1, 2])" ] }, - "execution_count": 92, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 69, "id": "721ce7eb", "metadata": {}, "outputs": [ @@ -668,7 +668,7 @@ "tensor([1, 2])" ] }, - "execution_count": 93, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -680,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 70, "id": "6423f4d2", "metadata": {}, "outputs": [ @@ -690,7 +690,7 @@ "tensor(6)" ] }, - "execution_count": 94, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -702,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 71, "id": "0125386f", "metadata": {}, "outputs": [ @@ -712,7 +712,7 @@ "tensor([3, 4, 5, 6])" ] }, - "execution_count": 95, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -724,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 72, "id": "97373387", "metadata": {}, "outputs": [ @@ -735,7 +735,7 @@ " [4, 5]])" ] }, - "execution_count": 96, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -755,7 +755,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 73, "id": "bba6b1b4", "metadata": {}, "outputs": [ @@ -765,7 +765,7 @@ "tensor([4, 5, 6])" ] }, - "execution_count": 97, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -777,7 +777,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 74, "id": "12a96c84", "metadata": {}, "outputs": [ @@ -787,7 +787,7 @@ "tensor([3, 6, 9])" ] }, - "execution_count": 98, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -799,7 +799,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 75, "id": "a0f73c88", "metadata": {}, "outputs": [ @@ -809,7 +809,7 @@ "tensor([[5, 6]])" ] }, - "execution_count": 99, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -826,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 76, "id": "485c115b", "metadata": {}, "outputs": [ @@ -850,6 +850,162 @@ " print(x.item(), y.item())" ] }, + { + "cell_type": "markdown", + "id": "8ebcac46", + "metadata": {}, + "source": [ + "### cat and stack\n", + "- torch.cat — Concatenate along an existing dimension\n", + "- Think: Extend an axis (like adding more rows to a table).\n", + "- Requirement: Tensors must have the same shape in all dimensions except the one you're concatenating along.\n", + "\n", + "![Cat](https://user-images.githubusercontent.com/111734605/235976058-d23f9b75-401c-4547-9e17-6655f3baf957.png)\n", + "\n", + "\n", + "- torch.stack — Stack along a new dimension\n", + "- Think: Create a new axis (like stacking flat sheets into a pile).\n", + "- Requirement: Tensors must have exactly the same shape.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "8de8b40d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 1, 2, 3],\n", + " [ 4, 5, 6],\n", + " [ 7, 8, 9],\n", + " [10, 11, 12]])" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = torch.tensor([[1, 2, 3],\n", + " [4, 5, 6]])\n", + "b = torch.tensor([[7, 8, 9],\n", + " [10, 11, 12]])\n", + "\n", + "torch.cat([a, b], dim = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "7febf2dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 1, 2, 3, 7, 8, 9],\n", + " [ 4, 5, 6, 10, 11, 12]])" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.cat([a, b], dim = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "a4e5163b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[[ 1, 2, 3],\n", + " [ 4, 5, 6]],\n", + "\n", + " [[ 7, 8, 9],\n", + " [10, 11, 12]]])" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = torch.tensor([[1, 2, 3],\n", + " [4, 5, 6]])\n", + "\n", + "b = torch.tensor([[7, 8, 9],\n", + " [10, 11, 12]])\n", + "\n", + "torch.stack([a, b], dim = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "ecdbf141", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[[ 1, 2, 3],\n", + " [ 7, 8, 9]],\n", + "\n", + " [[ 4, 5, 6],\n", + " [10, 11, 12]]])" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# each pair of rows (from a and b) are grouped side by side along dimension 1.\n", + "# This stacks the tensors along a new dimension (dim=0).\n", + "torch.stack([a, b], dim = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "21e03bc6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[[ 1, 7],\n", + " [ 2, 8],\n", + " [ 3, 9]],\n", + "\n", + " [[ 4, 10],\n", + " [ 5, 11],\n", + " [ 6, 12]]])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This stacks along dim=2 — the last dimension, meaning the numbers from a and b are paired elementwise.\n", + "torch.stack([a, b], dim = 2)" + ] + }, { "cell_type": "markdown", "id": "a3c1d8b5", @@ -860,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 82, "id": "da5391eb", "metadata": {}, "outputs": [ @@ -870,7 +1026,7 @@ "tensor([False, False, True, True])" ] }, - "execution_count": 101, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } @@ -883,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 83, "id": "78ed8e4b", "metadata": {}, "outputs": [ @@ -893,7 +1049,7 @@ "tensor(2)" ] }, - "execution_count": 102, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -905,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 84, "id": "4698dc38", "metadata": {}, "outputs": [ @@ -915,7 +1071,7 @@ "tensor(6)" ] }, - "execution_count": 103, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -926,7 +1082,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 85, "id": "cfa1dcae", "metadata": {}, "outputs": [ @@ -936,7 +1092,7 @@ "tensor(6)" ] }, - "execution_count": 104, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -948,7 +1104,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 86, "id": "f27ae72f", "metadata": {}, "outputs": [ @@ -958,7 +1114,7 @@ "tensor(3)" ] }, - "execution_count": 105, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -970,7 +1126,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 87, "id": "e10312d5", "metadata": {}, "outputs": [], @@ -982,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 88, "id": "7f887d49", "metadata": {}, "outputs": [ @@ -992,7 +1148,7 @@ "tensor([2.5000, 3.2000])" ] }, - "execution_count": 107, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -1003,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 89, "id": "600af54b", "metadata": {}, "outputs": [ @@ -1013,7 +1169,7 @@ "tensor([0, 1])" ] }, - "execution_count": 108, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -1024,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 90, "id": "f4ce3e53", "metadata": {}, "outputs": [ @@ -1034,7 +1190,7 @@ "tensor([2., 5.])" ] }, - "execution_count": 109, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -1055,7 +1211,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 91, "id": "45267f2f", "metadata": {}, "outputs": [ @@ -1068,7 +1224,7 @@ " [7, 8]]))" ] }, - "execution_count": 110, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -1083,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 92, "id": "193a7828", "metadata": {}, "outputs": [ @@ -1094,7 +1250,7 @@ " [10, 12]])" ] }, - "execution_count": 111, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -1105,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 93, "id": "1ce81689", "metadata": {}, "outputs": [ @@ -1116,7 +1272,7 @@ " [21, 32]])" ] }, - "execution_count": 112, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -1128,7 +1284,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 94, "id": "62f8cde3", "metadata": {}, "outputs": [ @@ -1138,7 +1294,7 @@ "tensor([11, 12, 13])" ] }, - "execution_count": 113, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -1153,7 +1309,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 95, "id": "2098ad78", "metadata": {}, "outputs": [ @@ -1164,7 +1320,7 @@ " [4, 5, 6]])" ] }, - "execution_count": 114, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -1177,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 96, "id": "883321f8", "metadata": {}, "outputs": [ @@ -1189,7 +1345,7 @@ " [5, 6]])" ] }, - "execution_count": 115, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -1200,7 +1356,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 97, "id": "9ceace9b", "metadata": {}, "outputs": [ @@ -1210,7 +1366,7 @@ "tensor([False, True, True, False, True, False])" ] }, - "execution_count": 116, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -1222,7 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 98, "id": "96ea0d2f", "metadata": {}, "outputs": [ @@ -1232,7 +1388,7 @@ "tensor([ True, False, True, True, False, False])" ] }, - "execution_count": 117, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -1244,7 +1400,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 99, "id": "c1d9f060", "metadata": {}, "outputs": [ @@ -1254,7 +1410,7 @@ "tensor([False, False, True, False, False, False])" ] }, - "execution_count": 118, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -1265,7 +1421,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 100, "id": "796d977f", "metadata": {}, "outputs": [ @@ -1275,7 +1431,7 @@ "tensor(1)" ] }, - "execution_count": 119, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -1286,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 101, "id": "60402427", "metadata": {}, "outputs": [ @@ -1296,7 +1452,7 @@ "tensor(1)" ] }, - "execution_count": 120, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" } @@ -1319,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 102, "id": "2a3fd4ae", "metadata": {}, "outputs": [ @@ -1329,7 +1485,7 @@ "tensor([1, 2, 3])" ] }, - "execution_count": 121, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -1342,7 +1498,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 103, "id": "df247bd3", "metadata": {}, "outputs": [ @@ -1352,7 +1508,7 @@ "array([1, 2, 3])" ] }, - "execution_count": 122, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -1364,7 +1520,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 104, "id": "9ada07ab", "metadata": {}, "outputs": [ @@ -1374,7 +1530,7 @@ "tensor([1, 2, 3])" ] }, - "execution_count": 123, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -1394,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 105, "id": "30c9ea9f", "metadata": {}, "outputs": [ @@ -1404,7 +1560,7 @@ "True" ] }, - "execution_count": 124, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -1417,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 106, "id": "dd523b3e", "metadata": {}, "outputs": [ @@ -1427,7 +1583,7 @@ "'cuda'" ] }, - "execution_count": 125, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } @@ -1440,7 +1596,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 107, "id": "11d1a029", "metadata": {}, "outputs": [ @@ -1457,7 +1613,7 @@ "tensor([1, 2, 3], device='cuda:0')" ] }, - "execution_count": 126, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" } @@ -1476,7 +1632,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 108, "id": "db5249d0", "metadata": {}, "outputs": [ @@ -1484,7 +1640,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Weife\\AppData\\Local\\Temp\\ipykernel_98680\\3540074575.py:6: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + "C:\\Users\\Weife\\AppData\\Local\\Temp\\ipykernel_87744\\3540074575.py:6: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " y = torch.tensor(x, device=device) # directly create a tensor on GPU\n" ] } diff --git a/lectures/06_universal_approximation_theorem/Universal_approximation_theorem.pptx b/lectures/06_universal_approximation_theorem/Universal_approximation_theorem.pptx index 21c5d6bd29c90caa712a40434ef28da79b61a923..0efde6e92fe1d129576ee72f90ba5207740f2eea 100644 GIT binary patch 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