This course introduces generative AI techniques for financial markets, covering LLMs (transformers, prompting, RAG) applied to financial text data and their specific challenges. Students learn to analyze diverse financial and economic texts, extracting topics, polarity, and biases while distinguishing sources from information. It also explores diffusion models from image generation to financial time-series simulation.