I cannot for the life of me get Tensorflow to recognize my GPU.

I have RTX 3070. I have Visual Studio installed, the appropriate driver installed along with cudnn and the appropriate CUDA toolkit. I have copied the bin, lib and include files into my C:Program FilesNVIDIA GPU Computing ToolkitCUDAv11.2 directory. I have python 3.8.5 installed and Tensorflow 2.4.1.

Is there another step I am missing? I am running tf.test.is_built_with_cuda() and getting True, while tf.test.is_gpu_available(cuda_only = False) returns false.