Everything you need for vision AI in one place

We have spent the last two years creating hundreds of content pieces helping you to be successful with vision AI in general, and Hasty in particular. Here, you can find anything from user documentation to upcoming events.


Development All users

Getting started with Hasty

This guide is written for first-time users that want to get started with using Hasty. It contains some tips and tricks on how to label quicker while …

Development Deploy Project Manager ML Engineer Software Engineer

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 Project Manager Software Engineer ML Engineer

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 Project Manager ML Engineer Software Engineer

Horizontal Flip

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

Development Domain Expert

Hotkeys shortlist

Global hotkeys General annotation right mouse click on existing annotation - (click on an object) bring up classes pop-up menu to change assigned …

Development Project Manager ML Engineer Annotator Admin

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 ML Engineer

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 …

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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 …

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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 …

Development ML Engineer Software Engineer

How to import images from an AWS S3 bucket

In this video, we show you how to import images from an external AWS S3 bucket to Hasty, using our CLI-tool.

Deploy ML Engineer Software Engineer


Sample inference script for torchscript exported image-tagger. The following script should be run from the model export directory: import torch …

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Image Classification Assistant

The Image Classification Assistant is our offering to automate image classification. We do so by training an AI model based on the data you provide. …

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Hasty.ai helped us improve our ML workflow by 40%, which is fantastic. It reduced our overall investment by 90% to get high-quality annotations and an initial model.