A new wave of accelerated compute (e.g., GPU) devices are on the market and are being rapidly adopted by enterprises. The 10-100x performance over traditional CPUs provided by these GPUs is now coupled with a massive increase in Deep Neural Network (DNN) models and has resulted in a Cambrian explosion in AI. However, fueling these digital transformation engines with enough data is holding organizations back from realizing the promise of AI and ML, and many organizations are still struggling to move their enterprise AI initiatives ahead.