Liner.ai

Liner is a desktop application for training machine learning models without writing code. You import labeled data, press a button, and Liner automatically picks an appropriate model, trains it and gives you an exportable model you can integrate into your own application. The company describes it as an end to end tool, from data import through to deployment. It ships with project templates for image classification, text classification, audio classification, video classification, object detection, image segmentation and pose classification, so you choose the task type and add your data. Liner can also use a pre labeled dataset. Models are tuned to train within minutes in most cases, and training is optimized so that no GPU is required. Trained models are edge optimized for mobile and embedded devices and can be exported to several platforms. The vendor states that your data stays private on your machine. It is aimed at developers, students, makers and small teams who want to prototype AI features, such as recognizing images, sounds or poses, without machine learning expertise. The application is available for Windows and for Mac, on both Intel and Apple Silicon, and is offered as a beta download. Pricing: the site states that Liner is completely free to use. No paid plans are published.