Yes. TensorFlow is a lot faster than NumPy. TensorFlow was designed to be incredibly fast, and it achieves this goal by compiling your code into something that the CPU can run much faster than Python code. NumPy is a great library for scientific computing, but if you need to do any serious number-crunching, you'll probably want to use TensorFlow instead.