All content for data scientists and ML engineers

Development Video

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 User documentation


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

Development User documentation

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. …

Development Deploy User documentation

Image export

Very simply, this exports all or a selection of images available in a dataset in a zip-file.

Development User documentation

Image tag prediction

Image tag prediction dashboard Widgets GPU Consumption Running time Inference time Hamming Score VS Number of Iterations Loss VS Number of Iterations …

Development User documentation

Image Tags

Image classification is one of the first use cases of computer vision and many projects still use it today. To support image classification, we built …

Development User documentation

Image Transformations

This page describes how to build image transformations for test time deployment of your exported models. To maintain the expected performance of your …

Development User documentation

Import annotations

Go here if you are looking for how to upload images. Here, you can upload annotations that you already have created in other annotation tools, or …

Development User documentation

Importing annotations

Contents Hasty support an import of existing annotations of the following types: bbox - Bounding boxes (as a JSON file) polygon - Polygons (as a JSON …

Development User documentation

Individual experiment overview

Detailed overview of running an experiment and seeing its results. After creating an experiment with all model parameters, the user now can run the …

Development User documentation

Instance Segmentation

Instance Segmentation dashboard Widgets GPU Consumption Running time Inference time Average Loss VS Number of Iterations mAP VS Number of Iterations …

Deploy User documentation

Instance Segmentation

Sample inference script for torchscript exported instance segmentation model Mask RCNN code example import torch import numpy as np from PIL import …

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Tuple 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.