How Does Machine Learning Enhance Histological Analysis?
Machine learning, a subset of AI, utilizes algorithms that can learn from and make predictions on data. In histology, machine learning can be used to automate the identification and classification of tissue structures. This reduces the time required for analysis and minimizes human error. Techniques such as convolutional neural networks (CNNs) are particularly effective in image analysis due to their ability to recognize spatial hierarchies in data.
