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In this video tutorial, the presenter explains how to upload large files, specifically over 200-300 MB, to Google Cloud Platform without using a local machine. This method helps avoid bandwidth limitations and storage constraints of local devices. The tutorial uses the New York City Taxi and Limousine Commission's trip data from January 2019, illustrating the process with large files averaging around 600 MB each. The content is derived from the presenter’s recently published book, "Big Data Analytics on Google Cloud: Hands-On Introduction," available on Amazon. The goal is to streamline the uploading process for substantial datasets directly to Google Cloud.