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Which Big Data Tools are the Best for Building Your First Project?

You often read and hear similar questions from developers and students who are eager to participate in Big Data projects and invest their time or even capital in a study of tools that would allow them to start a project. A lot of materials are devoted to this subject, but today I will share my three years` experience in working with Big Data tools.