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In this video, the tutorial covers how to upload large files (over 200-300 MB) directly to Google Cloud Platform without using your local machine, thus avoiding bandwidth and storage limitations. The tutorial utilizes a dataset from the New York City Taxi and Limousine Commission, specifically focusing on yellow taxi trip records from January 2019, each approximately 600 MB. Additionally, the presenter references their recently published book, "Big Data Analytics on Google Cloud: Hands-On Introduction," which contains relevant material. The video aims to guide viewers through the processes involved in this cloud upload method.