Java training is the process of learning the Java programming language, covering fundamentals, core libraries, development environments, and best practices. It offers advantages such as versatility, job market demand, strong community support, and the ability to create secure enterprise applications. Overall, Java training equips individuals with the necessary skills for diverse programming tasks and career advancement.