In the realm of futuristic innovations, Brain Computer Interface (BCI) technology stands at the forefront, offering an unprecedented bridge between the human mind and machines. BCI holds the promise of revolutionizing various fields, from healthcare and gaming to communication and beyond, by enabling direct communication between the brain and external devices. At its core, BCI operates by interpreting brain signals and translating them into actionable commands for computers or machinery. This technology has shown remarkable potential in assisting individuals with disabilities, allowing them to control prosthetic limbs or navigate interfaces solely through their thoughts. For those with limited mobility, BCI presents newfound independence and freedom, restoring functionalities previously hindered by physical limitations. In healthcare, BCI holds immense promise. It could offer breakthroughs in nonrepresentational, aiding stroke patients or those with spinal cord injuries...