Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found
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### Issue type

Bug

### Have you reproduced the bug with TensorFlow Nightly?

Yes

### Source

source

### TensorFlow version

tf 2.10.0

### Custom code

Yes

### OS platform and distribution

Windows 11

### Mobile device

N/A

### Python version

3.10(Microsoft Store)

### Bazel version

_No response_

### GCC/compiler version

_No response_

### CUDA/cuDNN version

Cuda: 11.2

### GPU model and memory

RTX 3070 Ti 8GB
### Current behavior?

I installed CUDA 11.2 as recommended for tf 2.10.0, here's the install:
![Screenshot](https://github.com/tensorflow/tensorflow/assets/1494132/59352a2a-f90f-45bf-b8bd-861dc893a9ff)
At first, I thought it was a path issue, but after restarting my pc, I was able to access exe files in that folder:
![image](https://github.com/tensorflow/tensorflow/assets/1494132/5d9ccfca-4417-4045-ba74-fffde7b8a121)
If the files are in path, why can't tensorflow find them?
Many people say to use miniconda, so I did, but I got the same result. Other resolved issues were resolved as the OP's were using the wrong version of CUDA, I checked on the website and I can confirm that my version is the required one.

### Standalone code to reproduce the issue

```shell
import tensorflow as tf
```


### Relevant log output

```shell
2023-07-31 18:56:25.098058: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found
2023-07-31 18:56:25.098226: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
2023-07-31 18:56:26.164080: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found
2023-07-31 18:56:26.164320: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cublas64_11.dll'; dlerror: cublas64_11.dll not found
2023-07-31 18:56:26.164540: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cublasLt64_11.dll'; dlerror: cublasLt64_11.dll not found
2023-07-31 18:56:26.164818: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cufft64_10.dll'; dlerror: cufft64_10.dll not found
2023-07-31 18:56:26.368828: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cusparse64_11.dll'; dlerror: cusparse64_11.dll not found
2023-07-31 18:56:26.369092: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudnn64_8.dll'; dlerror: cudnn64_8.dll not found
```
