heartbeat fritz intro to machine learning on android

The Fritz AI Dataset Generator is currently in early access. Important Note: Currently, the Fritz AI Dataset Generator can only create image datasets labeled with keypoints for 2D pose estimation. Manage, edit, and add image datasets to prepare them for model training.Generate ready-to-train datasets of thousands of images with accurately-labeled keypoints - in a matter of minutes.Automatically apply image augmentation techniques that are specifically targeted for mobile devices.Easily upload and manually label a set of seed images.The Fritz AI Dataset Generator enables developers and engineers to: But we plan to support more machine learning tasks in the future, so stay tuned. This kind of mobile-focused data generation will help solve one of the primary hurdles developers and ML teams face when trying to deploy models to mobile: a lack of image assets needed to build datasets for unique products, brands, human poses, and more.Ĭurrently, the Dataset Generator can create accurately-labeled, ready-to-train datasets for 2D pose estimation. Specifically, the Generator produces data that more closely matches what mobile-deployed models will see, which leads to better performance on-device. While other synthetic data platforms focus on large-scale, server-side tasks and use cases, the Fritz AI Dataset Generator targets mobile compatibility. The Dataset Generator builds a bridge for mobile developers and machine learning engineers by creating datasets programmatically - a process also known as synthetic data generation. We’re committed to helping developers solve this problem, and we believe that the Fritz AI Dataset Generator is an important first step in this process. The costs of data acquisition (both in terms of money and time) are prohibitive, and they keep many from even starting their projects. This is mobile machine learning’s cold start problem. Despite advances in neural network architectures and their optimizations for mobile deployment, there often isn’t enough available high-quality data on which to train those models. Today we’re excited to introduce the Fritz AI Dataset Generator, a new tool designed to break down a major barrier between developers and the creation of incredible machine learning-powered mobile applications. Adding keypoints to a seed image in the Fritz AI Dataset Generator

Heartbeat fritz intro to machine learning on android