Yeah off course you can do! Kindly visit Amazon Web-service. Create your account and it will help you how to do it so. They have clearly provided video link in each section about, How to use!
You are welcome if you would like to create your own cluster etc..
I already installed it locally on single node pseudo distributed on my laptop. About Amazon that is not free, they ask you to give your credit card and then at any small thing you do you are charged.
I think you can try and apply for an account on Grid5000 research platform https://www.grid5000.fr/mediawiki/index.php/Grid5000:Home , after that you could set up Hadoop cluster yourself as described on the link below: https://www.grid5000.fr/mediawiki/index.php/Run_Hadoop_On_Grid%275000 .
Thanks Khalid for your answer. This is exactly what I was searching for, I applied for an account there. Greatly appreciated!
@Bakhtiar - I tried that already but seems you can not create a real cluster with many nodes with that Hortonworks sandbox, but only a simulation on your laptop.
Amazon services but are paid, maybe in some cases are not, provided they do not consume resources such as internet access.
Credit card information is required to enable the service. Charges will be billed to do with the resources you use above a line of work.
Amazon provides a virtual machine template with all necessary to use Hadoop Map / Reduce software. Of course it all depends on how you want to get answers, it may be a good idea to try on your own notebook.!