Generative AI with Python and PyTorch: Hands-on projects and cutting-edge techniques using generative adversarial networks and LLMs , Second Edition

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Key benefits

Implement real-world applications of LLMs and generative AI

Use PEFT and LoRA to fine-tune models with a subset of the model weights to speed up training

Enhance your LLM toolbox with Retrieval Augmented Generation (RAG) techniques, LangChain, and LlamaIndex

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Description

Become an expert in generative AI through practical projects to leverage cutting-edge models for Natural Language Processing (NLP) and computer vision. Generative AI with Python and PyTorch, Second Edition, is your comprehensive guide to creating advanced AI applications. Leveraging Python, this book provides a detailed exploration of the latest generative AI technologies. From NLP to image generation, this edition dives into practical applications and the underlying theories that enable these technologies. By integrating the latest advancements and applications of large language models, this book prepares you to design and implement powerful AI systems that transform data into actionable insights. You’ll build your LLM toolbox by learning about various models, tools, and techniques, including GPT-4, LangChain, RLHF, LoRA, and retrieval augmented generation. This deep learning book shows you how to generate images and apply styler transfer using GANs, before implementing CLIP and diffusion models. Whether you’re creating dynamic content or developing complex AI-driven solutions, Generative AI with Python and PyTorch, Second Edition, equips you with the knowledge to use Python and AI to their full potential.

What you will learn

Understand the core concepts behind large language models and their capabilities

Craft effective prompts using chain-of-thought, ReAct, and prompt query language to guide LLMs toward your desired outputs

Learn how attention and transformers have changed NLP

Optimize your diffusion models by combining them with VAEs

Build several text generation pipelines based on LSTMs and LLMs

Leverage the power of open-source LLMs, such as Llama and Mistral, for various tasks

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Generative AI with Python and PyTorch: Hands-on projects and cutting-edge techniques using generative adversarial networks and LLMs , Second Edition

What do you get with Print?