MOHAMMED MUNEEB KOTTAMPARA

• Engineered an interactive Malayalam-language learning chatbot by integrating reinforcement learning with rule-based grammar
logic, using Python, Rasa, and Hugging Face Transformers.
• Achieved 95.2% F1-score and 99.6% accuracy in English-to-Malayalam translation by optimizing contextual response generation and
adding speech-based interaction support.
• Deployed the MPT-7B-Chat large language model via Hugging Face for multilingual text generation, reducing manual translation
review effort.
• Implemented Rasa-based intent classification and dialogue management pipelines to handle multi-turn conversational flows and
improve user engagement.