Relax! Flux is the ML library that doesn't make you tensor
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Flux is a refreshing approach to machine learning. It provides lightweight abstractions on top of Julia's native GPU and AD support, while remaining fully hackable (right down to the GPU kernels).

julia> Pkg.add("Flux")

See the documentation or the model zoo for examples.