How to solve CUDA Out of Memory error

I got a good scare on Halloween🎃, what with my model throwing a CUDA Out of memory error👻. After spending 2 whole days debugging and trying everything under the sun, here's what I learnt and how to fix it. Hope it helps !

Here's the [Blog Post](https://medium.com/@snk.nitin/how-to-solve-cuda-out-of-memory-error-850bb247cfb2)

Feedback and additional suggestions welcome !

cuda deeplearning error memory