Fixed broken links in README.md

erfansoheil · Mar 26, 2023 · 80e3c2b · 80e3c2b
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Showing 1 changed file with 40 additions and 40 deletions.
diff --git a/README.md b/README.md
@@ -8,61 +8,61 @@ Contains Solutions and Notes for the [Machine Learning Specialization](https://w
 
 ## Course 1 : [Supervised Machine Learning: Regression and Classification ](https://www.coursera.org/learn/machine-learning?specialization=machine-learning-introduction)
 
-- [Week 1](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/)
+- [Week 1](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1)
 
-    - [Practice quiz: Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Regression/)
-    - [Practice quiz: Supervised vs unsupervised learning](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Supervised%20vs%20unsupervised%20learning/)
-    - [Practice quiz: Train the model with gradient descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Train%20the%20model%20with%20gradient%20descent/)
-  - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs)
-    - [Model Representation](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab03_Model_Representation_Soln.ipynb)
-    - [Cost Function](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab04_Cost_function_Soln.ipynb)
-    - [Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb)
+    - [Practice quiz: Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Regression)
+    - [Practice quiz: Supervised vs unsupervised learning](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Supervised%20vs%20unsupervised%20learning)
+    - [Practice quiz: Train the model with gradient descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Train%20the%20model%20with%20gradient%20descent)
+  - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs)
+    - [Model Representation](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab03_Model_Representation_Soln.ipynb)
+    - [Cost Function](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab04_Cost_function_Soln.ipynb)
+    - [Gradient Descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb)
 
 <br/>
 
-- [Week 2](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/) 
+- [Week 2](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2) 
 
-    - [Practice quiz: Gradient descent in practice](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Practice%20quiz%3A%20Gradient%20descent%20in%20practice/)
-    - [Practice quiz: Multiple linear regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Practice%20quiz%3A%20Multiple%20linear%20regression/)
-    - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/)
-      - [Numpy Vectorization](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb)
-      - [Multi Variate Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab02_Multiple_Variable_Soln.ipynb)
-      - [Feature Scaling](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb)
-      - [Feature Engineering](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb)
+    - [Practice quiz: Gradient descent in practice](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Practice%20quiz%20-%20Gradient%20descent%20in%20practice)
+    - [Practice quiz: Multiple linear regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Practice%20quiz%20-%20Multiple%20linear%20regression)
+    - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs)
+      - [Numpy Vectorization](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb)
+      - [Multi Variate Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab02_Multiple_Variable_Soln.ipynb)
+      - [Feature Scaling](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb)
+      - [Feature Engineering](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb)
       - [Sklearn Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab05_Sklearn_GD_Soln.ipynb)
-      - [Sklearn Normal Method](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab06_Sklearn_Normal_Soln.ipynb)
-    - [Programming Assignment](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/C1W2A1/)
-      - [Linear Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/C1W2A1/C1_W2_Linear_Regression.ipynb)
+      - [Sklearn Normal Method](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab05_Sklearn_GD_Soln.ipynb)
+    - [Programming Assignment](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/C1W2A1)
+      - [Linear Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/C1W2A1/C1_W2_Linear_Regression.ipynb)
 
 <br/>
 
-- [Week 3](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week3/)
+- [Week 3](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3)
 
-    - [Practice quiz: Cost function for logistic regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Practice%20quiz:%20Cost%20function%20for%20logistic%20regression/)
-    - [Practice quiz: Gradient descent for logistic regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Practice%20quiz:%20Gradient%20descent%20for%20logistic%20regression/)
-    - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/)
-        - [Classification](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab01_Classification_Soln.ipynb)
-        - [Sigmoid Function](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab02_Sigmoid_function_Soln.ipynb)
-        - [Decision Boundary](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab03_Decision_Boundary_Soln.ipynb)
-        - [Logistic Loss](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab04_LogisticLoss_Soln.ipynb)
+    - [Practice quiz: Cost function for logistic regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Practice%20quiz%20-%20Cost%20function%20for%20logistic%20regression)
+    - [Practice quiz: Gradient descent for logistic regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Practice%20quiz%20-%20Gradient%20descent%20for%20logistic%20regression)
+    - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs)
+        - [Classification](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab01_Classification_Soln.ipynb)
+        - [Sigmoid Function](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab02_Sigmoid_function_Soln.ipynb)
+        - [Decision Boundary](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab03_Decision_Boundary_Soln.ipynb)
+        - [Logistic Loss](v)
         - [Cost Function](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab05_Cost_Function_Soln.ipynb)
-        - [Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab06_Gradient_Descent_Soln.ipynb)
-        - [Scikit Learn - Logistic Regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab07_Scikit_Learn_Soln.ipynb)
-        - [Overfitting](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab08_Overfitting_Soln.ipynb)
-        - [Regularization](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab09_Regularization_Soln.ipynb)
-    - [Programming Assignment](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/C1W3A1/)
-      - [Logistic Regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/C1W3A1/C1_W3_Logistic_Regression.ipynb)
+        - [Gradient Descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab06_Gradient_Descent_Soln.ipynb)
+        - [Scikit Learn - Logistic Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab07_Scikit_Learn_Soln.ipynb)
+        - [Overfitting](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab08_Overfitting_Soln.ipynb)
+        - [Regularization](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab09_Regularization_Soln.ipynb)
+    - [Programming Assignment](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/C1W3A1)
+      - [Logistic Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/C1W3A1/C1_W3_Logistic_Regression.ipynb)
 
 #### [Certificate Of Completion](https://coursera.org/share/195768f3c1a83e42298d3f61dae99d01)
 
 <br/>
 
 ## Course 2 : [Advanced Learning Algorithms](https://www.coursera.org/learn/advanced-learning-algorithms?specialization=machine-learning-introduction)
 
-- [Week 1](/C2%20-%20Advanced%20Learning%20Algorithms/week1)
-    - [Practice quiz: Neural networks intuition](/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz:%20Neural%20networks%20intuition)
-    - [Practice quiz: Neural network model](/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz:%20Neural%20network%20model)
-    - [Practice quiz: TensorFlow implementation](/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz:%20TensorFlow%20implementation)
+- [Week 1](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week1)
+    - [Practice quiz: Neural networks intuition](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz%20-%20Neural%20networks%20intuition)
+    - [Practice quiz: Neural network model](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz%20-%20Neural%20network%20model)
+    - [Practice quiz: TensorFlow implementation](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice%20quiz%20-%20TensorFlow%20implementation)
     - [Practice quiz : Neural Networks Implementation in Numpy](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/e5d6103f4bdf732390bd85aeb453002f276d8bf3/C2%20-%20Advanced%20Learning%20Algorithms/week1/Practice-Quiz-Neural-Networks-Implementation-in-python)
     - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/794f84af434b89b90af8d21b25727661f71148d6/C2%20-%20Advanced%20Learning%20Algorithms/week1/optional-labs)
       - [Neurons and Layers](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/794f84af434b89b90af8d21b25727661f71148d6/C2%20-%20Advanced%20Learning%20Algorithms/week1/optional-labs/C2_W1_Lab01_Neurons_and_Layers.ipynb)
@@ -74,7 +74,7 @@ Contains Solutions and Notes for the [Machine Learning Specialization](https://w
 
   <br/>
 
-- [Week 2](/C2%20-%20Advanced%20Learning%20Algorithms/week2)
+- [Week 2](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week2)
     - [Practice quiz : Neural Networks Training](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/7e5505d650d56554edde4abebc51a2c7c7fb81fb/C2%20-%20Advanced%20Learning%20Algorithms/week2/Practice-Quiz-Neural-Network-Training)
     - [Practice quiz : Activation Functions](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/f2b84223545cc7c0062903cf4eac5c6fda53dc20/C2%20-%20Advanced%20Learning%20Algorithms/week2/Practice-Quiz-Activation-Functions)
     - [Practice quiz : Multiclass Classification](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/80c14a835b066568b075410bb2e5e1220b4c3653/C2%20-%20Advanced%20Learning%20Algorithms/week2/Practice-quiz-Multiclass-Classification)
@@ -89,7 +89,7 @@ Contains Solutions and Notes for the [Machine Learning Specialization](https://w
 
 <br/>
 
-- [Week 3](/C2%20-%20Advanced%20Learning%20Algorithms/week3)
+- [Week 3](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week3)
     - [Practice quiz : Advice for Applying Machine Learning](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/614fe817ac9b5fba6718512ba8c8a36b856a1cab/C2%20-%20Advanced%20Learning%20Algorithms/week3/Practice-Quiz-Advice-for-applying-machine-learning)    
     - [Practice quiz : Bias and Variance](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/7a8ce331775aa5c6ad3e9784744650fc77958b89/C2%20-%20Advanced%20Learning%20Algorithms/week3/practice-quiz-bias-and-variance)
     - [Practice quiz : Machine Learning Development Process](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/7a8ce331775aa5c6ad3e9784744650fc77958b89/C2%20-%20Advanced%20Learning%20Algorithms/week3/practice-quiz-machine-learning-development-process)
@@ -99,7 +99,7 @@ Contains Solutions and Notes for the [Machine Learning Specialization](https://w
 <br/>
 
 
-- [Week 4](/C2%20-%20Advanced%20Learning%20Algorithms/week4)
+- [Week 4](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C2%20-%20Advanced%20Learning%20Algorithms/week4)
     - [Practice quiz : Decision Trees](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/9d6b795c6a43d44b2c498df8ad3225f8c8849728/C2%20-%20Advanced%20Learning%20Algorithms/week4/practice-quiz-decision-trees)
     - [Practice quiz : Decision Trees Learning](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/9d6b795c6a43d44b2c498df8ad3225f8c8849728/C2%20-%20Advanced%20Learning%20Algorithms/week4/practice-quiz-decision-tree-learning)
     - [Practice quiz : Decision Trees Ensembles](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/9d6b795c6a43d44b2c498df8ad3225f8c8849728/C2%20-%20Advanced%20Learning%20Algorithms/week4/practice-quiz-tree-ensembles)