Machine Learning-Based Data Reduction 2 - Image Index | 20 Ways AI is Advancing Gait Analysis for Physical Therapy Machine Learning Data Reduction: An Abstract Representation: The image is an abstract representation of data reduction in machine learning, with various objects and elements that convey different aspects of the process. The background is a dark gray color, which provides contrast to the vibrant colors used throughout the image. In the center of the image, there are several orange circles of varying sizes, surrounded by smaller white dots that appear to be connected by lines or fibers. These circles may represent data points or clusters in the machine learning model, while the lines connecting them could signify relationships or patterns between these points. Moving outward from the center, we see a series of teal-colored circles with blurred edges, which might symbolize noise or outliers in the dataset. Additionally, there are several white dots scattered throughout the image, possibly indicating missing values or unknown data points. The overall impression created by this image is one of complexity and interconnectedness, highlighting the intricate relationships between different components of a machine learning model during the process of data reduction.
