The Evolution of Embeddings: From Simple Representations to Complex Models
Introduction In the realm of Artificial Intelligence (AI) and Machine Learning (ML), embeddings play a pivotal role in transforming data into a format that models can understand and process. Traditional data representations, like one-hot encodings for categorical data, often lead to high dimensionality and sparsity. This can make models inefficient and harder to train. Embeddings, […]