Big Data refers to large and complex datasets that are difficult to process using traditional data processing applications. The document discusses challenges of storing and analyzing big data, as well as the main components of Hadoop including HDFS and MapReduce. Applications of big data mentioned include data mining, text mining, and predictive analytics.