diff --git a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
index 9fb4c66..036bbc4 100644
--- a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
+++ b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
@@ -168,7 +168,7 @@
    "id": "12ffd155-7190-44b1-b6b6-45b11d6fe83b",
    "metadata": {},
    "source": [
-    "<img src=\"images/1.png\" width=\"400px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/embeddings-and-linear-layers/1.png\" width=\"400px\">"
    ]
   },
   {
@@ -206,7 +206,7 @@
    "id": "7ad3b601-f68c-41b1-a28d-b624b94ef383",
    "metadata": {},
    "source": [
-    "<img src=\"images/2.png\" width=\"400px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/embeddings-and-linear-layers/2.png\" width=\"400px\">"
    ]
   },
   {
@@ -255,7 +255,7 @@
    "id": "b392eb43-0bda-4821-b446-b8dcbee8ae00",
    "metadata": {},
    "source": [
-    "<img src=\"images/3.png\" width=\"450px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/embeddings-and-linear-layers/3.png\" width=\"450px\">"
    ]
   },
   {
@@ -432,7 +432,7 @@
    "id": "1830eccf-a707-4753-a24a-9b103f55594a",
    "metadata": {},
    "source": [
-    "<img src=\"images/4.png\" width=\"450px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/embeddings-and-linear-layers/4.png\" width=\"450px\">"
    ]
   },
   {
@@ -448,7 +448,7 @@
    "id": "173f6026-a461-44da-b9c5-f571f8ec8bf3",
    "metadata": {},
    "source": [
-    "<img src=\"images/5.png\" width=\"450px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/embeddings-and-linear-layers/5.png\" width=\"450px\">"
    ]
   },
   {
@@ -477,7 +477,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.10.6"
   }
  },
  "nbformat": 4,
diff --git a/ch02/03_bonus_embedding-vs-matmul/images/1.png b/ch02/03_bonus_embedding-vs-matmul/images/1.png
deleted file mode 100644
index f3ef027..0000000
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diff --git a/ch02/03_bonus_embedding-vs-matmul/images/2.png b/ch02/03_bonus_embedding-vs-matmul/images/2.png
deleted file mode 100644
index 69bb129..0000000
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diff --git a/ch02/03_bonus_embedding-vs-matmul/images/3.png b/ch02/03_bonus_embedding-vs-matmul/images/3.png
deleted file mode 100644
index 4bc00b3..0000000
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diff --git a/ch02/03_bonus_embedding-vs-matmul/images/4.png b/ch02/03_bonus_embedding-vs-matmul/images/4.png
deleted file mode 100644
index 4902273..0000000
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diff --git a/ch02/03_bonus_embedding-vs-matmul/images/5.png b/ch02/03_bonus_embedding-vs-matmul/images/5.png
deleted file mode 100644
index 27c2b11..0000000
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