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index 29adceabd..ff9bbfe6f 100644
--- a/content/videos/challenges/65-binary-tree/index.json
+++ b/content/videos/challenges/65-binary-tree/index.json
@@ -83,7 +83,7 @@
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-          "url": "https://amzn.to/2mMCK7Z",
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index 4d381533c..e4c2c4ac1 100644
--- a/content/videos/challenges/76-10Print/index.json
+++ b/content/videos/challenges/76-10Print/index.json
@@ -43,9 +43,9 @@
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-          "url": "https://amzn.to/2wJlRVx",
-          "description": "Amazon link for the book"
+          "title": "10 Print Chr$205.5+rnd1: Goto 10 (Software Studies)",
+          "url": "https://amzn.to/4ewmWkA",
+          "description": "This book explores a single line of BASIC code for the Commodore 64 and its cultural impact on computing and art."
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diff --git a/content/videos/challenges/77-recursion/index.json b/content/videos/challenges/77-recursion/index.json
index b1cbae13b..f606d4e16 100644
--- a/content/videos/challenges/77-recursion/index.json
+++ b/content/videos/challenges/77-recursion/index.json
@@ -37,7 +37,7 @@
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           "title": "The Fractal Geometry of Nature",
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-          "url": "https://amzn.to/2xiVwht"
+          "url": "https://amzn.to/3BzxDEi"
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index 802639ca2..3e1ed02ff 100644
--- a/content/videos/neural-networks/1-introduction/index.json
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@@ -32,13 +32,13 @@
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+          "url": "https://amzn.to/3BA9Jss",
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+          "url": "https://amzn.to/3TZl0IX",
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index d3834c52f..dd31a1773 100644
--- a/content/videos/neural-networks/12-feedforward-algorithm-part-1/index.json
+++ b/content/videos/neural-networks/12-feedforward-algorithm-part-1/index.json
@@ -63,7 +63,7 @@
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index df82f5eab..82c1b04bd 100644
--- a/content/videos/neural-networks/13-feedforward-algorithm-part-2/index.json
+++ b/content/videos/neural-networks/13-feedforward-algorithm-part-2/index.json
@@ -79,7 +79,7 @@
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index 18b9fc49f..1c59576a2 100644
--- a/content/videos/neural-networks/14-backpropagation-part-1/index.json
+++ b/content/videos/neural-networks/14-backpropagation-part-1/index.json
@@ -59,7 +59,7 @@
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index 4813cdb55..a69472d51 100644
--- a/content/videos/neural-networks/15-backpropagation-part-2/index.json
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@@ -55,7 +55,7 @@
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index 6e7c4758f..b4c550cbe 100644
--- a/content/videos/neural-networks/16-backpropagation-part-3/index.json
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index 26cf44c41..85a7aaaf9 100644
--- a/content/videos/neural-networks/17-backpropagation-part-4/index.json
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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index 6bb8d7cc4..96e800e43 100644
--- a/content/videos/neural-networks/18-backpropagation-part-5/index.json
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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diff --git a/content/videos/neural-networks/2-perceptron-part-1/index.json b/content/videos/neural-networks/2-perceptron-part-1/index.json
index fd377314b..325235e56 100644
--- a/content/videos/neural-networks/2-perceptron-part-1/index.json
+++ b/content/videos/neural-networks/2-perceptron-part-1/index.json
@@ -81,13 +81,13 @@
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+          "url": "https://amzn.to/3BA9Jss",
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           "title": "Perceptrons",
-          "url": "https://www.amazon.com/Perceptrons-Introduction-Computational-Geometry-Expanded/dp/0262631113",
+          "url": "https://amzn.to/3TZl0IX",
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index 8bc88dd9f..c58f38c47 100644
--- a/content/videos/neural-networks/3-perceptron-part-2/index.json
+++ b/content/videos/neural-networks/3-perceptron-part-2/index.json
@@ -61,13 +61,13 @@
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-          "url": "https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G",
+          "url": "https://amzn.to/3BA9Jss",
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           "title": "Perceptrons",
-          "url": "https://www.amazon.com/Perceptrons-Introduction-Computational-Geometry-Expanded/dp/0262631113",
+          "url": "https://amzn.to/3TZl0IX",
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diff --git a/content/videos/neural-networks/4-multilayer-perceptron-part-1/index.json b/content/videos/neural-networks/4-multilayer-perceptron-part-1/index.json
index eb6d797d6..d8629f1d6 100644
--- a/content/videos/neural-networks/4-multilayer-perceptron-part-1/index.json
+++ b/content/videos/neural-networks/4-multilayer-perceptron-part-1/index.json
@@ -42,13 +42,13 @@
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+          "url": "https://amzn.to/3TZl0IX",
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index 716170bfe..f6c9537d3 100644
--- a/content/videos/neural-networks/5-multilayer-perceptron-part-2/index.json
+++ b/content/videos/neural-networks/5-multilayer-perceptron-part-2/index.json
@@ -57,13 +57,13 @@
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