Great to see that you reach in the final year. I am developer providing web development services for more than 10 years and linked with the field of machine learning. I would suggest to consider a topic from below,
1- Enhancing user experience through predictive analytics on websites
2- Applying sentiment analysis for web content
3- Automating bug detection and resolution in web development using AI