diff --git a/doc/src/NeuralNet/NeuralNet.do.txt b/doc/src/NeuralNet/NeuralNet.do.txt
index 0403336ce..03fc84106 100644
--- a/doc/src/NeuralNet/NeuralNet.do.txt
+++ b/doc/src/NeuralNet/NeuralNet.do.txt
@@ -3,6 +3,19 @@ AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of
 DATE: today
 
 
+!split
+===== To do list =====
+
+* write code for single perceptron model and make link with linear regression
+* revise initial info and add references
+* Update tensorflow material, with keras
+* think of adding material about pytorch
+* rework pulsar example and breast cancer example
+* add ising model example for both regression and classification
+* make data on gravitational problem, add reference to articles on uncovering physical laws from ML
+* think of genetic data
+
+
 !split
 ===== Neural networks =====