Progressive Compressed Records: Taking a Byte out of Deep Learning Data

Michael Kuchnik, George Amvrosiadis, Virginia Smith

Deep learning accelerators efficiently train over vast and growing amounts of data, placing a newfound burden on commodity networks and storage devices. A common approach to conser…