docker: Error response from daemon: create ${PWD}: "${PWD}" includes invalid characters for a local volume name,

Question

I am getting the full error

docker: Error response from daemon: create ${PWD}: "${PWD}" includes invalid characters for a local volume name, only "[a-zA-Z0-9][a-zA-Z0-9_.-]" are allowed. If you intended to pass a host directory, use absolute path.

When I try running the command

docker run --gpus all --rm -it -v ${PWD}:/home/EEGNet --name EEGNet_inner_speech eegnet_env:latest python experiment.py

I am on Windows 10, 21H2, -19044.1706, though it might have to do with the Intel(R) Core(TM) i5-6300U CPU @2.40GHz. This question was previously asked here however if I switch my file path for the ${PWD} such as

docker run --gpus all --rm -it -v C:\Users\wesie\EEGNet_inner_speech --name EEGNet_inner_speech eegnet_env:latest python experiment.py

docker run --gpus all --rm -it -v C:\Users\wesie\EEGNet_inner_speech eegnet_env:latest python experiment.py

or switch ${PWD} to %cd% as the previous question suggested I get the error

docker: Error response from daemon: failed to create shim: OCI runtime create failed: container_linux.go:380: starting container process caused: process_linux.go:545: container init caused: Running hook #0:: error running hook: signal: segmentation fault, stdout: , stderr:: unknown.

Second error asked here previously in stack overflow. and here in Docker's Community

Any idea on how to fix these? Full directions:

1. Run git clone https://github.com/naomike/EEGNet_inner_speech.git

2. Place dataset under dataset directory Build a docker container by running docker image build -t eegnet_env:latest .

3. Run docker run --gpus all --rm -it -v ${PWD}:/home/EEGNet --name EEGNet_inner_speech eegnet_env:latest python experiment.py, and you see resulting files created in the directory.