From c2328754cae5cd9414c331db22665ef5d433c36a Mon Sep 17 00:00:00 2001
From: Aminata-Dev <62150198+Aminata-Dev@users.noreply.github.com>
Date: Sun, 31 Mar 2024 20:43:01 +0200
Subject: [PATCH 1/4] typo 1

---
 AA2324/course/01_introduction/01_introduction.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/AA2324/course/01_introduction/01_introduction.ipynb b/AA2324/course/01_introduction/01_introduction.ipynb
index 6534170..137dab6 100644
--- a/AA2324/course/01_introduction/01_introduction.ipynb
+++ b/AA2324/course/01_introduction/01_introduction.ipynb
@@ -1894,7 +1894,7 @@
    "source": [
     "In practice, in a real-world problem **no one has access to $\\mathcal{D}$ because problems are too complex**\n",
     "\n",
-    "> Try to write a computer program to generate all possible natural images that you can find in the word. Is it easy?"
+    "> Try to write a computer program to generate all possible natural images that you can find in the world. Is it easy?"
    ]
   },
   {

From 1517c7d21acaa3c02ca8be6202283fce20635b11 Mon Sep 17 00:00:00 2001
From: Aminata-Dev <62150198+Aminata-Dev@users.noreply.github.com>
Date: Sun, 31 Mar 2024 21:05:40 +0200
Subject: [PATCH 2/4] typo2

---
 .../02_math_recap_linear_algebra.ipynb                          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
index cf4505d..4799143 100644
--- a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
+++ b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
@@ -2951,7 +2951,7 @@
     "\n",
     "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n",
     "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ that gives the length of **v** onto **w**.\n",
-    "- **$\\mathbf{w}$** can be also a matrix, not a vector (matrix which columns are vectors)."
+    "- **$\\mathbf{w}$** can also be a matrix, not a vector (matrix which columns are vectors)."
    ]
   }
  ],

From a686ec367c8725b5f3a2b11b89a637eca488561b Mon Sep 17 00:00:00 2001
From: Aminata-Dev <62150198+Aminata-Dev@users.noreply.github.com>
Date: Sun, 31 Mar 2024 21:13:26 +0200
Subject: [PATCH 3/4] typo3 (different spellings)

---
 .../02_math_recap_linear_algebra.ipynb                          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
index 4799143..e964296 100644
--- a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
+++ b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
@@ -595,7 +595,7 @@
    ],
    "source": [
     "# Works for other operations too like mean (average)\n",
-    "A.mean(axis=0, keepdims=False)  # 3 (rows are cancelled out)"
+    "A.mean(axis=0, keepdims=False)  # 3 (rows are canceled out)"
    ]
   },
   {

From 7283142fae1f23be877fb451a9d0453f76bca26b Mon Sep 17 00:00:00 2001
From: Aminata-Dev <62150198+Aminata-Dev@users.noreply.github.com>
Date: Mon, 1 Apr 2024 22:32:52 +0200
Subject: [PATCH 4/4] typo4

---
 .../02_math_recap_linear_algebra.ipynb                          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
index e964296..b78135a 100644
--- a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
+++ b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra.ipynb
@@ -323,7 +323,7 @@
     "## Direction in space\n",
     "\n",
     "One of the benefits of this shift is that\n",
-    "We can make visual sense of the act of vector addition.\n",
+    "we can make visual sense of the act of vector addition.\n",
     "In particular, we follow the directions given by one vector,\n",
     "and then follow the directions given by the other, as is seen below (rule of the parallelogram).\n",
     "\n",