From 5087efbe01900d9d9e5c2ce5a7f70cc95fd5ff9c Mon Sep 17 00:00:00 2001 From: gsingh58 <gurmail-singh@wisc.edu> Date: Wed, 17 Apr 2024 10:47:52 -0500 Subject: [PATCH] confusion matrix fixed --- lecture_material/21-linalg-2/21-linalg2.ipynb | 4 ++-- .../21-linalg-2/21-linalg2_001.ipynb | 4 ++-- .../21-linalg-2/21-linalg2_002.ipynb | 4 ++-- .../Confusion_matrix_binary.png | Bin 12137 -> 12410 bytes 4 files changed, 6 insertions(+), 6 deletions(-) diff --git a/lecture_material/21-linalg-2/21-linalg2.ipynb b/lecture_material/21-linalg-2/21-linalg2.ipynb index 2b412c5..82020b7 100644 --- a/lecture_material/21-linalg-2/21-linalg2.ipynb +++ b/lecture_material/21-linalg-2/21-linalg2.ipynb @@ -1788,7 +1788,7 @@ "Define <font color=\"red\">$P = X(X^TX)^{-1}X^T$</font>. This is a **projection matrix**. If you multiply a vector by $P$, you get back a new vector of the same size, with two properties:\n", "\n", "1. it will be in the column space of $X$\n", - "2. the new vector will be as \"close as possible\" to the original vector\n", + "2. the new vector will be as \"close\" as possible to the original vector\n", "\n", "Note: computing P is generally very expensive.\n", "\n", @@ -2053,7 +2053,7 @@ "id": "1d8e442c", "metadata": {}, "source": [ - "The new vector will be as \"close as possible\" to the original vector." + "The new vector will be as \"close\" as possible to the original vector." ] }, { diff --git a/lecture_material/21-linalg-2/21-linalg2_001.ipynb b/lecture_material/21-linalg-2/21-linalg2_001.ipynb index 888f8f2..438070f 100644 --- a/lecture_material/21-linalg-2/21-linalg2_001.ipynb +++ b/lecture_material/21-linalg-2/21-linalg2_001.ipynb @@ -1048,7 +1048,7 @@ "Define <font color=\"red\">$P = X(X^TX)^{-1}X^T$</font>. This is a **projection matrix**. If you multiply a vector by $P$, you get back another vector of the same size, with two properties:\n", "\n", "1. it will be in the column space of $X$\n", - "2. the new vector will be as \"close as possible\" to the original vector\n", + "2. the new vector will be as \"close\" as possible to the original vector\n", "\n", "Note: computing P is generally very expensive.\n", "\n", @@ -1124,7 +1124,7 @@ "id": "1d8e442c", "metadata": {}, "source": [ - "The new vector will be as \"close as possible\" to the original vector." + "The new vector will be as \"close\" as possible to the original vector." ] }, { diff --git a/lecture_material/21-linalg-2/21-linalg2_002.ipynb b/lecture_material/21-linalg-2/21-linalg2_002.ipynb index 888f8f2..438070f 100644 --- a/lecture_material/21-linalg-2/21-linalg2_002.ipynb +++ b/lecture_material/21-linalg-2/21-linalg2_002.ipynb @@ -1048,7 +1048,7 @@ "Define <font color=\"red\">$P = X(X^TX)^{-1}X^T$</font>. This is a **projection matrix**. If you multiply a vector by $P$, you get back another vector of the same size, with two properties:\n", "\n", "1. it will be in the column space of $X$\n", - "2. the new vector will be as \"close as possible\" to the original vector\n", + "2. the new vector will be as \"close\" as possible to the original vector\n", "\n", "Note: computing P is generally very expensive.\n", "\n", @@ -1124,7 +1124,7 @@ "id": "1d8e442c", "metadata": {}, "source": [ - "The new vector will be as \"close as possible\" to the original vector." + "The new vector will be as \"close\" as possible to the original vector." ] }, { diff --git a/lecture_material/22-classification/Confusion_matrix_binary.png b/lecture_material/22-classification/Confusion_matrix_binary.png index 8f4856637550b2d48da766a22ea7202999ea9127..3f91eb0da9ad50bdeb75cd3f8d070ac3e4dd9c6d 100644 GIT binary patch literal 12410 zcmeIZcQ}=Q95;TWsFanG5ke&y*)p>!Gh}5%_TKwQ6q1DORfLe4nOPa>ggEv(M)u0y 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