update readme

Author: aladdinpersson

README.md

@@ -23,21 +23,21 @@ In this repository you will find tutorials and projects related to Machine Learn
 	- [Architectures](#CNN-Architectures)
 
 ## Machine Learning
-* [![Youtube Link][logo]](https://youtu.be/pCCUnoes1Po)   [Linear Regression](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py) **- With Gradient Descent** :white_check_mark: 
-* [![Youtube Link][logo]](https://youtu.be/DQ6xfe75CDk)   [Linear Regression](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py) **- With Normal Equation** :white_check_mark:
-* [![Youtube Link][logo]](https://youtu.be/x1ez9vi611I)   [Logistic Regression](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py)
-* [![Youtube Link][logo]](https://youtu.be/3trW5Lig7BU)   [Naive Bayes](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py) **- Gaussian Naive Bayes**
-* [![Youtube Link][logo]](https://youtu.be/QzAaRuDskyc)   [K-nearest neighbors](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py)
-* [![Youtube Link][logo]](https://youtu.be/W4fSRHeafMo)   [K-means clustering](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/kmeans/kmeansclustering.py) 
-* [![Youtube Link][logo]](https://youtu.be/gBTtR0bs-1k)   [Support Vector Machine](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py) **- Using CVXOPT**
-* [![Youtube Link][logo]](https://youtu.be/NJvojeoTnNM)   [Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py)
-* [Decision Tree](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py)
+* [![Youtube Link][logo]](https://youtu.be/pCCUnoes1Po)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py) **- With Gradient Descent** :white_check_mark: 
+* [![Youtube Link][logo]](https://youtu.be/DQ6xfe75CDk)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py) **- With Normal Equation** :white_check_mark:
+* [![Youtube Link][logo]](https://youtu.be/x1ez9vi611I)   [Logistic Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py)
+* [![Youtube Link][logo]](https://youtu.be/3trW5Lig7BU)   [Naive Bayes](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py) **- Gaussian Naive Bayes**
+* [![Youtube Link][logo]](https://youtu.be/QzAaRuDskyc)   [K-nearest neighbors](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py)
+* [![Youtube Link][logo]](https://youtu.be/W4fSRHeafMo)   [K-means clustering](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/kmeans/kmeansclustering.py) 
+* [![Youtube Link][logo]](https://youtu.be/gBTtR0bs-1k)   [Support Vector Machine](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py) **- Using CVXOPT**
+* [![Youtube Link][logo]](https://youtu.be/NJvojeoTnNM)   [Neural Network](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py)
+* [Decision Tree](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py)
 
 ## PyTorch Tutorials
 If you have any specific video suggestion please make a comment on YouTube :)
 
 ### Basics
-* [![Youtube Link][logo]](https://youtu.be/x9JiIFvlUwk)   [Tensor Basics](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py)
+* [![Youtube Link][logo]](https://youtu.be/x9JiIFvlUwk)   [Tensor Basics](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py)
 * [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0)   [Feedforward Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py)
 * [![Youtube Link][logo]](https://youtu.be/wnK3uWv_WkU)   [Convolutional Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py)
 * [![Youtube Link][logo]](https://youtu.be/Gl2WXLIMvKA)   [Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py)
@@ -58,7 +58,7 @@ If you have any specific video suggestion please make a comment on YouTube :)
 
 
 ### More Advanced
-* [![Youtube Link][logo]](https://youtu.be/WujVlF_6h5A)   [Text Generating LSTM](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py)
+* [![Youtube Link][logo]](https://youtu.be/WujVlF_6h5A)   [Text Generating LSTM](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py)
 * [![Youtube Link][logo]](https://youtu.be/IHq1t7NxS8k)   [Semantic Segmentation w. U-NET](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/image_segmentation/semantic_segmentation_unet)
 * [![Youtube Link][logo]](https://youtu.be/y2BaTt1fxJU)   [Image Captioning](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning)
 * [![Youtube Link][logo]](https://youtu.be/imX4kSKDY7s)   [Neural Style Transfer](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/neuralstyle/nst.py)