Collecting data with Fritz AI¶
Data is critical to building accurate machine learning models. Fritz AI gives you powerful tools to collect, annotate, organize, and generate data.
If you’re just starting out and don’t yet have any data, use the Dataset Generator to programatically create thousands of labeled images to start training your model in just a few minutes. The dataset generator works by compositing a small set of seed images on a large, diverse set of backgrounds in different positions, orientations, and mobile-specific augmentations. This allows you to generate much larger datasets that can be used for training machine learning models without collecting and labeling thousands of images by hand.
If you already have data or have an ML model in production, use the Dataset Collection System to collect and annotate images from the real world. The Dataset Collection System is perfect for teams looking to understand user experience and improve their model’s performance over time.