All content for data scientists and ML engineers

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 …

Deploy MP Wiki

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 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 …

Deploy User documentation

Classification

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

Development Deploy MP Wiki

Classifier / Tagger

Classifiers are models used to classify images—who would have thought? They take an image as input and output a vector of probabilities. Each …

Development User documentation

Class Predictor Assistant

The class predictor tool is the first of our AI powered features to kick in on a project. The goal of this assistant is to remove the need to specify …

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 …

Deploy MP Wiki

Commonly used web frameworks

Flask is an open-source lightweight web framework built in Python to deploy web applications. To begin using Flask, we must first install it on our …

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 …

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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.