Neural networks, those intricate designs, have natural language processing revolutionized fields like image recognition and natural language processing. However, their inner workings remain shrouded in mystery, a metaphorical black box. Understanding how these complex systems learn is essential for building confidence and reducing potential biases.

Deep learning has disrupted the field of natural language processing (NLP), enabling systems to process human language with unprecedented accuracy. Neural networks, particularly those with multiple layers, have proven remarkable at learning complex patterns and relationships within text data. This has led to advancements in a wide range of NLP task