Thousands of Australians have marched in support of science and evidence-based policy as demonstrations kick off around the world on Earth Day.

People of all ages carried homemade banners, including "we need thinkers, not deniers" and "science, not silence".

Hundreds of thousands are expected to demonstrate in the global March for Science, which will be centred on Washington DC in response to US President Donald Trump's proposed budget cuts to science.