
Beyond Attention: Transformers Remaking The AI Landscape
Imagine a world where computers can understand and generate human language with unprecedented accuracy, translate seamlessly between languages, and even create realistic images from simple text descriptions. This isn't science fiction; it's the reality powered by transformer models, a revolutionary architecture that has reshaped the landscape of artificial intelligence. This blog post dives deep into the world of transformers, exploring their architecture, applications, and impact on various industries.
What are Transformer Models?
The Evolution from RNNs and CNNs
Traditionally, Recurrent Neural Networks (RNNs) and Convolutional Neural Networks (CNNs) dominated the field of sequence processing. RNNs, like LSTMs and GRUs, excelled at handling sequential data by maintaining a hidden state th...