TensorFlow & NumPy integration details. Convert tf.Tensor to NumPy array with .numpy(). Automatic NumPy to Tensor conversion. Performance analysis of GPU/TPU to CPU data transfer costs, .numpy() bottlenecks, and efficient zero-copy operations with shared memory for high-performance models.