diff --git a/index.md b/index.md
index 3bc4bad..c5c930a 100644
--- a/index.md
+++ b/index.md
@@ -118,14 +118,15 @@ The course is split in 8 sessions, each 4 lectures long.
 	- Backprop. linear regression eager [10_linreg_tensorflow](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/10_linreg_tensorflow.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/10_linreg_tensorflow.ipynb) 	
 	- Optional Backprop static graph [11_backpropagation](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/11_backpropagation.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/11_backpropagation.ipynb)
 	- Simple Max Like [12_maxlike](https://github.com/tensorchiefs/dl_course_2024/blob/main/notebooks/12_maxlike.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/main/notebooks/12_maxlike.ipynb)
-  	- Numerical Stability [12_numerical,stability](https://github.com/tensorchiefs/dl_course_2024/blob/main/notebooks/12_numerical_stability.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/main/notebooks/12_numerical_stability.ipynb)
-	- Max Like MNIST [12b_mnist_loglike](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/12b_mnist_loglike.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/12b_mnist_loglike.ipynb)
-
+  	
 
 - Day 5
   - Topics: Probabilistic Prediction Models
   - Slides:  [05_Probabilistic_Models](https://github.com/tensorchiefs/dl_course_2024/blob/master/slides/05_Probabilistic_Modeling.pdf)
   - Exercises and Homework:  
+  	- Numerical Stability [12_numerical,stability](https://github.com/tensorchiefs/dl_course_2024/blob/main/notebooks/12_numerical_stability.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/main/notebooks/12_numerical_stability.ipynb)
+	- Max Like MNIST [12b_mnist_loglike](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/12b_mnist_loglike.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/12b_mnist_loglike.ipynb)
+
 	- Linear Regression with Tensorflow Probability [13_linreg_with_tfp](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/13_linreg_with_tfp.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/13_linreg_with_tfp.ipynb)  
 	- Poisson Regression with Tensorflow Probability [14_poisreg_with_tfp](https://github.com/tensorchiefs/dl_course_2024/blob/master/notebooks/14_poisreg_with_tfp.ipynb), [colab](https://colab.research.google.com/github/tensorchiefs/dl_course_2024/blob/master/notebooks/14_poisreg_with_tfp.ipynb)  
   - Solutions to Exercises: