A demonstration is showing how something works or is made. For example, cooking demonstrations will teach you how to cook something (frying egg with liquid nitrogen for example!). In your sentence, the demonstrations will teach people about science. Demonstration also has another definition which means to protest or march against something, usually political. But in your context, it means to show how something works or is made/completed.