Conversational AI, a facet of artificial intelligence (AI), enables the simulation of human-like conversation. It harnesses Natural Language Processing (NLP), an AI discipline that empowers computers to comprehend and interact with human language. Conversational AI systems undergo training using extensive datasets comprising text and speech, facilitating the system's comprehension and processing of human language. Leveraging this knowledge, the system naturally engages with humans, continuously learning and enhancing the quality of its responses through interaction. To empower participants in this domain, we are conducting a workshop on the topic “National Workshop on Natural Language Processing for Conversational AI” This workshop will give insight into tools and techniques involved in the Conversational AI domain as well as many case studies for different applications using Python, MATLAB, and Kaldi toolkit with the help of academia and industry people.