Introduction

You hate PyTorch. No, scratch that. You love PyTorch, however, you hate that it does not have any structure to it. You hate having to write the same training loop over and over again, putting stuff on GPU on your own and manually implementing best practices like mixed precision training.

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Reason for writing this article

This is not a full tutorial article like the ones I usually write. Maybe it should just be a top-rated answer on Stackoverflow.

Anyway, I was creating a Python package using nbdev and I needed to use an api_key and a secret_key to access some data. Locally, I just embedded…

Introduction

The image below comes from the documentation page of a library called fastcore.

Introduction

As machine learning matures, we come across newer problems, and then we come up with sophisticated solutions for these problems. For example, in the beginning, it was hard to train a neural network itself. Then came GPUs and frameworks that made this task really easy. After that came Tensorboard for…

Introduction

We use all kinds of techniques from creating a very reliable validation set to using k-fold cross-validation or coming up with all sorts of fancy metrics to determine how good our model performs. However, nothing beats looking at the raw output. …

Introduction

Object detection is a task in computer vision where instead of classifying an image, we try to classify the objects present in the image. It has various applications like detecting empty parking space, tracking objects in CCTV footage, and monitoring crops, which is the one we’ll be looking at.

There…

This article is co-authored by Prajakta Phadke

The use of deep learning for medical applications has increased a lot in the last decade. Whether it’s to identify diabetes using retinopathy, predict
pnuemonia from Chest X-rays or count cells and measure organs using image segmentation, deep learning is being used everywhere…

Introduction

I have seen that a lot of beginner programmers don’t use functions while programming. And when I force them to write one, they just copy-paste a bunch of code into a function and call it done.

The function will have no arguments, no flexibility for various data structures and no…