All content for data scientists and ML engineers

Development Deploy MP Wiki

Focal loss

We have already discussed Cross-Entropy Loss and Binary Cross-Entropy Loss for the classification problem. Focal loss is an extension of these losses …

Development Deploy MP Wiki

FPN

This semantic segmentation model also makes use of the encoder-decoder modules. A regular convolutional neural network with a fully connected layer …

Deploy Development MP Wiki

Gaussian Noise

This data augmentation tool adds gaussian noise to the training images such the testing becomes robust against these noises. Gaussian noise is a …

Development MP Wiki

General best practices

This wiki dives deep into the world of visionAI and it's easy to get lost in the woods. This is why we want to share two lessons we learned working …

Development MP Wiki

General Information

While employing machine learning algorithm, there is a need to split the data such that the model is trained and on the basis of that model, we …

Development Deploy MP Wiki

Hamming score

Hamming Score is the fraction of correct predictions compared to the total labels. This is similar to Accuracy , and in fact they are …

Development Deploy User documentation

Hasty JSON v1.1

Our own export format that uses a similar structure to COCO, but builds on top of it with added complexity JSON Example { "project_name": "Project …

Development Deploy MP Wiki

Horizontal Flip

This data augmentation allows you to horizontally flip images with a certain probability. Parameters Probability This produces the probability of …

Development Video

How to automate labelling images with Hasty.ai

In this course, I'm going to show you how to annotate your custom dataset, automate the process, and get feedback on your annotation strategy before …

Development MP Wiki

How to contribute

Overview of topics In the wiki, we dive into visionAI concepts of a wide variety of topics. The list will be ever-growing, but below you find our …

Design Development Deploy Video

How to get AI production-ready with Hasty.ai

In this video, we'll show how you can use Hasty to go from raw data to a production-ready model. While doing so, we highlight several issues that is …

Development User documentation

How to handle EXIF rotation

So, one of the more common issues we have in Hasty concerns EXIF rotation. Essentially, you look at an image locally - and it looks fine. You upload …

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