Developing the Artificial Intelligence frameworks for automatic maritime survellaince and contraband activity detection. AIS transponders which have been conceived for the collision avoidance is used for the developing the analysis. Manual tracking and survelliance based on AIS data is a complex and tedious procedure. The developed frameworks will automate this process and greatly helps in traffic management and survelliance.