All deploy content

All problems Article

We need "Agile" in machine learning

It’s time for a non-linear, iterative approach that builds highly performant vision AI applications.

Tobias Schaffrath Rosario

Annotation attributes User documentation

Attribute Prediction

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

All problems 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 …

Image classification User documentation

Classification

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

All problems 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 …

All problems MP Wiki

Containerized Deployment

Previously explained frameworks should be running well on your machine, but you might run into issues when you try to deploy to another environment …

All problems User documentation

Deploy

Deploy dashboard The Deploy option in the Deploy & export page allows you to choose a model from the available experiments to choose as the …

Image classification User documentation

Image-Tagging

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

Instance segmentation 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 …

All problems Event

Machine learning IRL

Everyone is talking about applying ML to real-world use cases, but there’s very little sharing between teams actually doing the implementation. We …

Object detection 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 …

All problems 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 …

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.