Generative AI Roadmap
Introduction to Generative AI What is Generative AI? Generative AI refers to a class of artificial intelligence models and systems that are capable of creating new content—such as text, images, audio, video, and even code—based on the patterns they learn from large datasets. These models can simulate creativity, making them powerful tools for innovation across industries. A key part of the Generative AI Roadmap is understanding how these systems learn data distributions and generate outputs that are novel yet realistic. Historical Background of Generative AI The roots of Generative AI trace back to foundational statistical models like Hidden Markov Models and early neural networks. However, the field truly gained momentum with the introduction of Generative Adversarial Networks (GANs) in 2014 and Transformer models like GPT in 2018–2019. Each innovation marked a milestone in the Generative AI Roadmap , paving the way for increasingly sophisticated and capable generative syste...