Bhavnistha; Dr. Rupali Ahuja. Integrate Machine Learning and Deep Learning Techniques, Including Transformer-Based NLP Architectures Such As BERT and GPT, in Order to Improve Dialogue Management, Contextual Understanding, and Response Generation Capabilities of the Chatbot System. IJESH 2026, 16, 616-641.