Details zum E-Book

Generative AI with Python and PyTorch. Navigating the AI frontier with LLMs, Stable Diffusion, and next-gen AI applications  - Second Edition

Generative AI with Python and PyTorch. Navigating the AI frontier with LLMs, Stable Diffusion, and next-gen AI applications - Second Edition

Joseph Babcock, Raghav Bali

E-book
Become an expert in Generative AI through immersive, hands-on projects that leverage today’s most powerful models for Natural Language Processing (NLP) and computer vision. Generative AI with Python and PyTorch is your end-to-end guide to creating advanced AI applications, made easy by Raghav Bali, a seasoned data scientist with multiple patents in AI, and Joseph Babcock, a PhD and machine learning expert. Through business-tested approaches, this book simplifies complex GenAI concepts, making learning both accessible and immediately applicable.
From NLP to image generation, this second edition explores practical applications and the underlying theories that power these technologies. By integrating the latest advancements in LLMs, it prepares you to design and implement powerful AI systems that transform data into actionable intelligence.
You’ll build your versatile LLM toolkit by gaining expertise in GPT-4, LangChain, RLHF, LoRA, RAG, and more. You’ll also explore deep learning techniques for image generation and apply styler transfer using GANs, before advancing to implement CLIP and diffusion models.
Whether you’re generating dynamic content or developing complex AI-driven solutions, this book equips you with everything you need to harness the full transformative power of Python and AI.
  • 1. Introduction to Generative AI: Drawing Data from Models
  • 2. Building Blocks of Deep Neural Networks
  • 3. The Rise of Methods for Text Generation
  • 4. NLP 2.0: Using Transformers to Generate Text
  • 5. LLM Foundations
  • 6. Open-Source LLMs
  • 7. Prompt Engineering
  • 8. LLM Toolbox
  • 9. LLM Optimization Techniques
  • 10. Emerging Applications in Generative AI
  • 11. Neural Networks Using VAEs
  • 12. Image Generation with GANs
  • 13. Style Transfer with GANs
  • 14. Deepfakes with GANs
  • 15. Diffusion Models and AI Art
  • Titel: Generative AI with Python and PyTorch. Navigating the AI frontier with LLMs, Stable Diffusion, and next-gen AI applications - Second Edition
  • Autor: Joseph Babcock, Raghav Bali
  • Originaler Titel: Generative AI with Python and PyTorch. Navigating the AI frontier with LLMs, Stable Diffusion, and next-gen AI applications - Second Edition
  • ISBN: 9781835884454, 9781835884454
  • Veröffentlichungsdatum: 2025-03-28
  • Format: E-book
  • Artikelkennung: e_3zz1
  • Verleger: Packt Publishing