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My New Desktop!
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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
Dec 30, 2021 — 1 min read
Designing and shipping a ML Feature
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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
Apr 3, 2021 — 3 min read
CPU vs GPU vs TPU
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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
Dec 24, 2020 — 2 min read
Detection/Classification metrics
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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,
Dec 22, 2020 — 2 min read
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