Update README.md

README.md

@@ -4,53 +4,53 @@ This repositary holds my solutions to the exercises and problems in book "[Learn
 
 Missing: Problem 1.7 (b) 
 
-## Chapter 2: [Training versus Testing](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%202%20Training%20versus%20Testing.ipynb)
+## Chapter 2: [Training versus Testing](Solutions%20to%20Chapter%202%20Training%20versus%20Testing.ipynb)
 
 Missing: 
 * Exercises: 2.4
 * Problems: 2.4, 2.9, 2.10, 2.14, 2.15, 2.19
 
-## Chapter 3: [The Linear Model](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%203%20The%20Linear%20Model.ipynb)
+## Chapter 3: [The Linear Model](Solutions%20to%20Chapter%203%20The%20Linear%20Model.ipynb)
 
 Missing:
 * Exercises: 3.12, 3.15
 * Problems: 3.15 (c), 3.18
 
-## Chapter 4: [Overfitting](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%204%20Overfitting.ipynb)
+## Chapter 4: [Overfitting](Solutions%20to%20Chapter%204%20Overfitting.ipynb)
 
 Missing:
 * Exercises: 4.9, 4.10
 * Problems: 4.4 (f), 4.21
 
-## Chapter 5: [Three Learning Principles](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%205%20Three%20Learning%20Principles.ipynb)
+## Chapter 5: [Three Learning Principles](Solutions%20to%20Chapter%205%20Three%20Learning%20Principles.ipynb)
 
 
-## Chapter 6: [Similarity-Based Methods](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%206%20Similarity-Based%20Methods.ipynb)
+## Chapter 6: [Similarity-Based Methods](Solutions%20to%20Chapter%206%20Similarity-Based%20Methods.ipynb)
 
 Missing:
 * Exercises: 6.3
 * Problems: 6.5, 6.9, 6.11 (b), 6.15
 
-## Chapter 7: [Neural Networks](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%207%20Neural%20Networks.ipynb)
+## Chapter 7: [Neural Networks](Solutions%20to%20Chapter%207%20Neural%20Networks.ipynb)
 
 Missing:
 * Exercises: 
 * Problems: 7.2, 7.5, 7.9, 7.12, 7.16
 
-## Chapter 8:  [Support Vector Machine](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%208%20Support%20Vector%20Machine.ipynb)
+## Chapter 8:  [Support Vector Machine](Solutions%20to%20Chapter%208%20Support%20Vector%20Machine.ipynb)
 
 Missing:
 * Exercises: 
 * Problems: 8.9 (c) 
 
-## Chapter 9: [Learning Aides](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Solutions%20to%20Chapter%209%20Learning%20Aides.ipynb)
+## Chapter 9: [Learning Aides](Solutions%20to%20Chapter%209%20Learning%20Aides.ipynb)
 Missing:
 * Exercises: 9.17
 * Problems: 9.11, 9.16, 9.17, 9.26, 9.27, 9.28
 
-## Appendix B: [Linear Algebra](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Appendix%20B%20Linear%20Algebra.ipynb)
+## Appendix B: [Linear Algebra](Appendix%20B%20Linear%20Algebra.ipynb)
 
-## Appendix C: [The E-M Algorithm](https://github.com/niuers/Learning-From-Data-A-Short-Course/blob/master/Appendix%20C%20The%20E-M%20Algorithm.ipynb)
+## Appendix C: [The E-M Algorithm](Appendix%20C%20The%20E-M%20Algorithm.ipynb)
 
 # Questions
 ## Chapter 1