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Synopsis
Demystifying the Power of Large Language Models: From Fundamentals to Advanced Deployment
Unlock the full potential of large language models (LLMs) with this comprehensive guide that takes you from foundational concepts to cutting-edge techniques in AI development. Whether you're a data scientist, engineer, or enthusiast, this book offers a deep dive into the world of transformers, dataset engineering, and pretrained models.
Explore the intricacies of supervised fine-tuning and delve into the emerging field of reinforcement learning with human feedback. Gain expert insights into parameter fine-tuning and discover the capabilities of large multimodal models.
Learn how to effectively evaluate LLMs and apply quantization techniques to optimize performance. Navigate the landscape of LLM platforms and harness the power of vector databases for enhanced data retrieval.
Enhance your applications with retrieval-augmented generation and master the art of LLM inference optimization for faster, more efficient deployments. Secure your LLMs against vulnerabilities and explore strategies for merging models to achieve superior results.
Finally, dive into the future of AI with LLM agents, leading the way to more intelligent and responsive systems. Packed with practical examples and expert tips, "Demystifying the power of Large Language Models" is your ultimate resource for staying ahead in the rapidly evolving AI landscape.
Take your AI skills to the next level and transform the way you build, deploy, and secure advanced language models.
- Harness generative AI to enhance your business applications.
- Identify the most suitable generative AI models for your specific tasks.
- Master prompt engineering and in-context learning techniques.
- Fine-tune generative AI models on your datasets using low-rank adaptation (LoRA).
- Align generative AI models with human values through reinforcement learning from human feedback (RLHF).
- Boost your model's capabilities with retrieval-augmented generation (RAG).
- Utilize libraries like LangChain and LlamaIndex to develop intelligent agents and actions.
- Develop cutting-edge generative AI applications.
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Demystifying the Power of Large Language Models: A deep dive into large language models
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