Preheat oven to 200°C Place walnuts on a paper-lined baking tray and toast in the oven for about six to eight minutes. Remove and cool. Sift flour and soda into a large bowl and stir in the sugar. Whisk in the combined milk, egg and butter until batter is smooth.