Murphy's law famously proclaims, "Anything that can go wrong, will go wrong." Drawing inspiration from this, I've adapted Murphy's timeless wisdom to encapsulate the unique challenges and unexpected pitfalls encountered in Machine Learning and Neural Networks in real-world production environments.