Update outline.md

Workshop3/outline.md

@@ -4,19 +4,19 @@
 - State attributes, atoms, bonds
 - Use info to set up the model
 
-# Training NN to get desired material properties
+## Training NN to get desired material properties
 - Caloric materials:
 - Mechanical properties
 - Vibrational properties
 
-# Training for elastic constant
+## Training for elastic constant
 - Bulk modulus
 - Start with the dataset (what dataset) to graph network
 
-# Set up training
+## Set up training
 - Training, test, validation
 
-# Interested in? Perovskites, plastic crystals, etc. 
+## Interested in? Perovskites, plastic crystals, etc. 
 
 - How better is the prediction?
 - Compare to the actual values
@@ -24,9 +24,9 @@
 - change from full materials project to a large subset to a small subset
 - see errors on predictions
 
-# Tuned by changing the dimensionality of the system
+## Tuned by changing the dimensionality of the system
 - Efficiency vs accuracy
 - Cpus vs gpus 
 
-# Optimisation methods to predict properties where there is less data
+## Optimisation methods to predict properties where there is less data
 - How can we predict?