Most of the big data tools are open source and they can be installed on your computer.
But, you need to install Linux first:
http://easyprog99.blogspot.com/2016/04/one-way-to-install-linux-on-your-pc.html
http://linux-training.be/linuxfun.pdf
Then you can install hadoop on your linux on your computer:
http://www.bogotobogo.com/Hadoop/BigData_hadoop_Install_on_ubuntu_single_node_cluster.php
Install Spark on linux:
http://blog.prabeeshk.com/blog/2014/10/31/install-apache-spark-on-ubuntu-14-dot-04/
Install Flink on Linux:
https://ci.apache.org/projects/flink/flink-docs-release-0.8/setup_quickstart.html
Install Storm on Linux:
http://opensourceeducation.net/how-to-install-and-configure-apache-strom
Install Mongodb on Linux:
https://www.digitalocean.com/community/tutorials/how-to-install-mongodb-on-ubuntu-16-04
Install Hbase on Linux:
http://www.hadooptpoint.com/hbase-installation-on-linux-ubuntu/
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