You’ve created a deep learning model in keras, you prepared the data and now you are wondering which loss you should choose for your problem. We’ll get to that in...
Category: Deep Learning
How to Monitor Machine Learning and Deep Learning Experiments
Training machine learning/deep learning models can take a really long time, and understanding what is happening as your model is training is absolutely crucial. Typically you can monitor: Metrics and...
How to Do Data Exploration for Image Segmentation and Object Detection (Things I Had to Learn the Hard Way)
I’ve been working with object detection and image segmentation problems for many years. An important realization I made is that people don't put the same amount of effort and emphasis...
How to Keep Track of PyTorch Lightning Experiments with Neptune
Working with PyTorch Lightning and wondering which logger should you choose to keep track of your experiments? Thinking of using PyTorch Lightning to structure your Deep Learning code and wouldn't...
Image Segmentation: Tips and Tricks from 39 Kaggle Competitions
Imagine if you could get all the tips and tricks you need to hammer a Kaggle competition. I have gone over 39 Kaggle competitions including Data Science Bowl 2017 -...
6 GAN Architectures You Really Should Know
Generative Adversarial Networks (GANs) were first introduced in 2014 by Ian Goodfellow et. al. and since then this topic itself opened up a new area of research. Within a few...
Image segmentation in 2020: Architectures, Losses, Datasets, and Frameworks
In this piece, we’ll take a plunge into the world of image segmentation using deep learning. We’ll talk about: what image segmentation is And the two main types of image...
Document Classification: 7 pragmatic approaches for small datasets
Document Classification: 7 pragmatic approaches for small datasets Document or text classification is one of the predominant tasks in Natural language processing. It has many applications including news type classification,...
8 Creators and Core Contributors Talk About Their Model Training Libraries From PyTorch Ecosystem
8 Creators and Core Contributors Talk About Their Model Training Libraries From PyTorch Ecosystem Jakub Czakon Senior Data Scientist I started using Pytorch to train my models back in early...
