1. A system with actor oriented platform for Big Data processing comprising: an actor network connected to a cloud server in a cloud network, and wherein the actor network comprises a plurality of actors; a distributed virtual machine (DVM) network connected to the actor network, and wherein the DVM network comprises a plurality of DVMs, and wherein the plurality of actors is connected respectively to the plurality of DVMs based on a predefined protocol; a system server connected to the cloud server, the actor network and the DVM network; a scheduler provided in the system server to schedule the resources connected to an actor in the actor network; a stop and start mechanism provided in the server to change a connection between the plurality of actors and the plurality of DVMs; and a cloud balancer provided in the server and connected to the actor in the actor network; wherein the system server sends a message to the actor to disconnect an actor connected to one DVM and to connect the actor to another DVM based on a load of a process agent present in each DVM to balance a load on the actor.