All content for project and product managers

Deploy Development MP Wiki

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 MP Wiki


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 Deploy MP Wiki

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 Deploy MP Wiki

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 MP Wiki

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 …

Development User documentation

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 …

Development Deploy User documentation

COCO Dataset format

Hasty allows you to export your project in the very well-known COCO dataset format. You can find more information about this format here .

Development Deploy MP Wiki

Color Jitter

This data augmentation tool adds brightness, contrast, saturation, and hue to your sample images. Parameters Brightness It sets the brightness of the …

Development Deploy Monitor Podcast

Computer Vision in Production with Hasnain Raza

Hasnain is a Machine Learning Engineer here at Hasty AI. In pure engineering fashion, he likes tackling engineering and real world issues, trying to …

Development Deploy MP Wiki

Confusion Matrix

A confusion matrix is not really a metric, but many metrics are calculated on top of it because it gives a great indication of the model's …

Development Deploy MP Wiki


Cosine AnnealingLR is a scheduling technique that starts off with a very large learning rate and then aggressively decreases it to a value near 0, …

Development User documentation

Creating and editing a project

Create a new project To create a project, first, you have to go to the project overview. From there, click on the "Create new project" card. This …

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