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.

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Development Deploy Project Manager ML Engineer Software Engineer

Batch Size

The batch size depicts the number of samples that propagate through the neural network before updating the model parameters. Each batch of samples …

Deploy Development Project Manager ML Engineer Software Engineer

Binary Cross-Entropy Loss

Binary Cross-Entropy loss is a special case of Cross-Entropy loss used for multilabel classification (taggers) . It is the cross entropy loss when …

Design Development Project Manager ML Engineer Software Engineer

Blur

This data augmentation feature allows you to blur your images with certain probabilities. The intensity of the blur can also be adjusted by adjusting …

Development ML Engineer Domain Expert Annotator Admin Annotator

Bounding Box

Most object detection tasks that are done today are done through the use of bounding boxes. Marking out an object by putting a rectangle over it is a …

Development Deploy Project Manager ML Engineer Software Engineer

Bounding Box Regression Loss

Object detection involves localization and classification. Localizing multiple objects in an image is mainly done by bounding boxes. The bounding box …

Development ML Engineer Domain Expert Annotator Admin Annotator

Box to Instance

The origins of Box to Instance were a couple of companies coming to us and saying they had large datasets with bounding boxes that they needed to …

Development ML Engineer Domain Expert Annotator Admin Annotator

Brush and Eraser

The Brush and the eraser tools are used to create (using the brush) and remove (using the eraser) masks or to edit masks. Masks is what we we call …

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Cascade RCNN

General Information Intersection Over Union threshold is used in object detection to define positives and negatives. If the IoU threshold is low, …

Development Deploy Project Manager ML Engineer Software Engineer

Center Crop

Data augmentation tool that allows you to crop your samples to a specified height and width with certain probability. Since it is center crop, the …

Deploy ML Engineer Software Engineer

Challenges of Deployment

A few of the challenges most teams usually run into during the deployment stage: 1. Differences in programming languages The machine learning model …

Development Project Manager ML Engineer Annotator Admin

Classes and attributes

Label classes and attributes Here you can create and edit label classes and attributes that will be used in your project. Label classes Label classes …

Deploy Software Engineer ML Engineer

Classification

Sample inference script for exported torchscript image classifier The following sample code should be run from the export directory: import torch …

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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.