Check out the fastai library. It's something like Keras is for Tensorflow.

As a non-researcher, mostly programmer who has spent a lot of time delving into this ecosystem, PyTorch is the most like "standard programming". With fastai giving you models to do working three liners.

I haven't used tensorflow interactive execution though, it supposedly is closer to PyTorch than the graph building model.