From 59fae30116a84b77a636b57b393cab5a6ffba1e0 Mon Sep 17 00:00:00 2001
From: Ezana135 <139232750+Ezana135@users.noreply.github.com>
Date: Tue, 11 Jul 2023 15:22:03 +0300
Subject: [PATCH 1/2] Update FamilyOntology.ipynb

there was a 404 error for the link of FamilyOntology.ipynb. this has now been changed to the correct link
---
 lessons/2-Symbolic/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lessons/2-Symbolic/README.md b/lessons/2-Symbolic/README.md
index d4fee2b5..cbe7f51c 100644
--- a/lessons/2-Symbolic/README.md
+++ b/lessons/2-Symbolic/README.md
@@ -207,7 +207,7 @@ GROUP BY ?eyeColorLabel
 
 ## ✍️ Exercise: A Family Ontology
 
-See [FamilyOntology.ipynb](FamilyOntology.ipynb) for an example of using Semantic Web techniques to reason about family relationships. We will take a family tree represented in common GEDCOM format and an ontology of family relationships and build a graph of all family relationships for given set of individuals.
+See [FamilyOntology.ipynb](https://github.com/Ezana135/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb) for an example of using Semantic Web techniques to reason about family relationships. We will take a family tree represented in common GEDCOM format and an ontology of family relationships and build a graph of all family relationships for given set of individuals.
 
 ## Microsoft Concept Graph
 

From fb010b62b73f4c79cd061e542ac162084b71645d Mon Sep 17 00:00:00 2001
From: UnfoundTim <139232719+UnfoundTim@users.noreply.github.com>
Date: Tue, 11 Jul 2023 15:51:36 +0300
Subject: [PATCH 2/2] Changed a non working mnist link to a actual working link

---
 .../03-Perceptron/lab/PerceptronMultiClass.ipynb                | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb b/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb
index 89d11985..42aeba47 100644
--- a/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb
+++ b/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb
@@ -131,7 +131,7 @@
    "outputs": [],
    "source": [
     "!rm *.pkl\n",
-    "!wget https://raw.githubusercontent.com/microsoft/AI-For-Beginners/main/data/mnist.pkl.gz\n",
+    "https://github.com/mnielsen/neural-networks-and-deep-learning/blob/master/data/mnist.pkl.gz",
     "!gzip -d mnist.pkl.gz"
    ]
   },