Algorithm is mathematical logic or a set of rules used to perform calculations. Starting with an initial input (which can be zero or unvalued), logic or rules are encoded or written into the software as a series of steps to follow to perform calculations, process data or perform other functions, resulting in an output. Google is a great example of the “search” business algorithm. The searcher enters a search (or says it out loud), and Google delivers the relevant results to the searcher using the complex algorithm.
Variational Autoencoders (VAE) are a powerful model in the world of deep learning and are used to discover hidden structures in data.
Self-supervised learning is an approach that aims to solve this problem. This method allows models to learn from unlabeled data and greatly reduces the need for data labeling.
Federated Learning is a collaborative learning method that enables machine learning models to be trained distributed across multiple devices without user data being sent to a central server.
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