blog My New Desktop! If you're into gaming and deep learning, you need to own a GPU. For years I was working with an older GPU (GTX 960M), but I thought it was time to upgrade. But wait, should I get a laptop, a pre-built desktop, or just build my own ? It took me
blog Featured Designing and shipping a ML Feature What exactly are we trying to accomplish? Will the new model architecture really be a game-changer? How much impact will this new dataset have on the model accuracy? These are some questions a typical machine learning team deals with on a daily basis. But it is important to not get
blog Featured CPU vs GPU vs TPU Introduction While most of the deep learning engineers/enthusiasts tend to focus on algorithms, they often forget about the hardware they use for training/inference. If you were to ask them about why a GPU/TPU is faster than a cpu, you'll often hear responses like "GPUs are optimized for
blog Detection/Classification metrics Problem Statement 1. Once we've trained multiple detection/classification models, how to choose the best model ? 2. Once we've chosen the best model, how to choose the optimum operating point (the best threshold) ? Solution There are two metrics which can help us here. If you've come across terms like AP,
