Home robotics focuses on creating robotic systems that assist with everyday activities such as cleaning, cooking, and elderly care. These systems are designed to operate safely and intuitively in domestic environments. AI and machine learning enable these robots to adapt to individual preferences and dynamic conditions. Our research develops assistive home robots, addressing challenges like aging populations and limited caregiver availability, thereby enhancing independence and improving quality of life.