At Manoindia Platform, I cleaned and structured conversational data to support chatbot performance and response relevance. I also analyzed user queries and interaction logs to identify intent classification errors and workflow bottlenecks.
I’ve applied Python, SQL, and machine learning in projects including customer behavior analysis, Bitcoin price forecasting, and relational database design. I’m completing a Bachelor of Technology in Computer Science and Engineering at Sitamarhi Institute of Technology.

