Failed to precompile Flux [587475ba-b771-5e3f-ad9e-33799f191a9c] to ~.julia\compiled\v1.8\Flux\jl_753A.tmp

Dear all, I got the following error when trying to compile Flux in jupyter notebook:

[ Info: Precompiling Flux [587475ba-b771-5e3f-ad9e-33799f191a9c]
ERROR: LoadError: InitError: could not load library “~.julia\artifacts\e449caf0e64b6655f74840a507d1b8084d6a2035\bin\cudnn64_8.dll”
The specified module could not be found.
Stacktrace:
[1] dlopen(s::String, flags::UInt32; throw_error::Bool)
@ Base.Libc.Libdl .\libdl.jl:117
[2] dlopen(s::String, flags::UInt32)
@ Base.Libc.Libdl .\libdl.jl:116
[3] macro expansion
@ ~julia\packages\JLLWrappers\QpMQW\src\products\library_generators.jl:54 [inlined]
[4] init()
@ CUDNN_jll ~.julia\packages\CUDNN_jll\npufe\src\wrappers\x86_64-w64-mingw32-cuda+12.0.jl:15
[5] _include_from_serialized(pkg::Base.PkgId, path::String, depmods::Vector{Any})
@ Base .\loading.jl:831
[6] _require_search_from_serialized(pkg::Base.PkgId, sourcepath::String, build_id::UInt64)
@ Base .\loading.jl:1039
[7] _require(pkg::Base.PkgId)
@ Base .\loading.jl:1315
[8] _require_prelocked(uuidkey::Base.PkgId)
@ Base .\loading.jl:1200
[9] macro expansion
@ .\loading.jl:1180 [inlined]
[10] macro expansion
@ .\lock.jl:223 [inlined]
[11] require(into::Module, mod::Symbol)
@ Base .\loading.jl:1144
[12] include
@ .\Base.jl:419 [inlined]
[13] include_package_for_output(pkg::Base.PkgId, input::String, depot_path::Vector{String}, dl_load_path::Vector{String}, load_path::Vector{String}, concrete_deps::Vector{Pair{Base.PkgId, UInt64}}, source::String)
@ Base .\loading.jl:1554
[14] top-level scope
@ stdin:1
during initialization of module CUDNN_jll
in expression starting at ~julia\packages\cuDNN\orKDE\src\cuDNN.jl:1
in expression starting at stdin:1
ERROR: LoadError: Failed to precompile cuDNN [02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd] to ~.julia\compiled\v1.8\cuDNN\jl_9516.tmp.
Stacktrace:
[1] error(s::String)
@ Base .\error.jl:35
[2] compilecache(pkg::Base.PkgId, path::String, internal_stderr::IO, internal_stdout::IO, keep_loaded_modules::Bool)
@ Base .\loading.jl:1707
[3] compilecache
@ .\loading.jl:1651 [inlined]
[4] _require(pkg::Base.PkgId)
@ Base .\loading.jl:1337
[5] _require_prelocked(uuidkey::Base.PkgId)
@ Base .\loading.jl:1200
[6] macro expansion
@ .\loading.jl:1180 [inlined]
[7] macro expansion
@ .\lock.jl:223 [inlined]
[8] require(into::Module, mod::Symbol)
@ Base .\loading.jl:1144
[9] include
@ .\Base.jl:419 [inlined]
[10] include_package_for_output(pkg::Base.PkgId, input::String, depot_path::Vector{String}, dl_load_path::Vector{String}, load_path::Vector{String}, concrete_deps::Vector{Pair{Base.PkgId, UInt64}}, source::Nothing)
@ Base .\loading.jl:1554
[11] top-level scope
@ stdin:1
in expression starting at ~julia\packages\Flux\EHgZm\src\Flux.jl:1
in expression starting at stdin:1
Failed to precompile Flux [587475ba-b771-5e3f-ad9e-33799f191a9c] to ~.julia\compiled\v1.8\Flux\jl_753A.tmp.

Stacktrace:
[1] error(s::String)
@ Base .\error.jl:35
[2] compilecache(pkg::Base.PkgId, path::String, internal_stderr::IO, internal_stdout::IO, keep_loaded_modules::Bool)
@ Base .\loading.jl:1707
[3] compilecache
@ .\loading.jl:1651 [inlined]
[4] _require(pkg::Base.PkgId)
@ Base .\loading.jl:1337
[5] _require_prelocked(uuidkey::Base.PkgId)
@ Base .\loading.jl:1200
[6] macro expansion
@ .\loading.jl:1180 [inlined]
[7] macro expansion
@ .\lock.jl:223 [inlined]
[8] require(into::Module, mod::Symbol)
@ Base .\loading.jl:1144

But in the VS Code it works fine - I can compile the Flux for me very strange but it seems that it has something to do with Cuda (cudnn64) as per error printout,
I am afraid that if I mess around with “General” folder in registries that I will mess something up - so was not trying to delete this folder and do the general package update, does anybody has any clue what to do in this case?
thanks in advance,

BR