Understanding Text Embeddings: From Words to Documents with Applications and Code
In the era of machine learning and natural language processing (NLP), it’s essential to convert human language into a format that machines can understand. Embeddings are a powerful technique for transforming text—whether words, sentences, or entire documents—into dense vector representations that preserve semantic meaning. This article explores different types of embeddings, their real-world applications, and how they form the…

Dr. Amit is a seasoned IT leader with over two decades of international IT experience. He is a published researcher in Conversational AI and chatbot architectures (Springer & IJAET), with a PhD in Generative AI focused on human-like intelligent systems.
Amit believes there is vast potential for authentic expression within the tech industry. He enjoys sharing knowledge and coding, with interests spanning cutting-edge technologies, leadership, Agile Project Management, DevOps, Cloud Computing, Artificial Intelligence, and neural networks. He previously earned top honors in his MCA.