diff --git a/doc/src/Bayesian/notes.txt b/doc/src/Bayesian/notes.txt
index 1852c243d..9b83be022 100644
--- a/doc/src/Bayesian/notes.txt
+++ b/doc/src/Bayesian/notes.txt
@@ -1,4 +1,6 @@
-Topics to conaider adding:
+Topics to consider adding:
+
+a) add about kernel methods after having discussed ridge and lasso regression
 
 1) words on Bayesian ML
 
@@ -22,3 +24,6 @@ Gaussian Processes
 Bayesian version of kernel ridge regression or support vector machines
 Similar to Bayesian ridge regression but uses the kernel trick to modify the inputs
 Kernel: Modified Rational Quadratic Kernel
+
+
+4) Add about generative models, AE, VAE and GANS, discuss energy based models and how to compute the partition function