Название: Generative AI for Everyone: Deep Learning, NLP, and LLMs for creative and practical applications
Автор: Karthikeyan Sabesan, Sivagamisundari, Nilip Dutta
Издательство: BPB Publications
Год: 2025
Страниц: 414
Язык: английский
Формат: epub (true)
Размер: 24.3 MB
Generative AI is revolutionizing the way we interact with technology. Imagine creating hyper-realistic images, composing original music pieces, or generating creative text formats, all with the help of AI. This book provides a comprehensive exploration of generative AI and its transformative impact across various industries. This book begins with the basics of AI, explaining ML and design patterns to build a solid foundation. It delves deeply into Generative AI and then progresses through Machine Learning, Deep Learning, and essential architectures such as CNNs, GANs, Diffusion, RNNs, LSTMs, and Transformers. It covers practical applications, from regression and classification to advanced use cases such as image generation, editing, document search, content summarization, and question answering. LangChain is an open-source framework available in Python and Java-based libraries. It provides interchangeable tools, frameworks, and integrations to automate and simplify the development of LLM applications and the creation of text generation pipelines.