Kernel modules are code segments that can be dynamically loaded or unloaded into the Linux kernel to extend its functionality without needing to reboot the system. They facilitate operations like device management and help keep the kernel size minimal and flexible. Key concepts include module commands for managing loadable modules, the differences between user space and kernel space, and the structure of a module including its initialization and cleanup functions.