deep learning to transformers

AI has evolved from hand‑coded rules and expert systems to data‑driven deep learning, then to transformer‑based large models that reason across text, images, audio, and tools—pushing from chat to agents that plan and act under guardrails.​ Rules and expert systems Machine learning era Deep learning breakthrough Transformers and foundation models Multimodal models and agents Efficiency, … Read more