All content for data scientists and ML engineers

Deploy User documentation

Object Detection

Inference sample for exported torchscript object detector model. Mask RCNN code example import torch import numpy as np from PIL import Image import …

Development User documentation

Object Detection Assistant

The object detection assistant is one of our AI assistants. This assistant will help you with finding, creating, and labeling bounding boxes in a …

Development Deploy MP Wiki

Object Detector

Object detectors find objects in an image by computing regions of interest (ROI), then draw a bounding box around it, and finally, run a …

Deploy MP Wiki

Orchestrated Deployment

If you want to run multiple models with different logics at once, it makes sense to use an orchestrated container platform like Kubernetes. It allows …

Development MP Wiki

Overview of topics

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 …

Development Deploy MP Wiki

PAN

Pyramid Attention Network was proposed for semantic segmentation in order to better handle the cases of the images with objects of various sizes by …

Development User documentation

Panning and zooming

To use Hasty, you will need to manipulate the work area in such a way that you can label whatever you see fit to annotate. For this, we have two …

Deploy Development User documentation

Pascal VOC

The well-known Pascal VOC format is well documented here . With the Pascal VOC page from Oxford being down at the moment, the links point to a …

Development Deploy MP Wiki

Patience

Intuition As a neural network accumulates more parameters, it is more exposed to overfitting. Too many epochs can lead to overfitting of the training …

Development User documentation

Polygon

The polygon tool is most annotators preferred tool of choice for instance segmentation. It allows you to create more complex shapes than bounding …

Development User documentation

Polygon <-> Mask Conversion

Sometimes, you might want to switch between an annotation from polygon to mask or vice versa. Polygons tend to be easier to edit so if you have an …

Deploy Development MP Wiki

Precision

Precision estimates how many of a classifier 's predictions are actually right. It is derived from the confusion matrix . It is the counterpart of …

Previous Next

Get AI confident. Start using Hasty today.

Our platform is completely free to try. Sign up today to start your two-month trial.

Tuple

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.