Advanced Embeddings: LLMs in Action for Industry Leaders
Debabrata Das
Dec 2024 · Libertatem Media Private Limited
Ebook
118
Pages
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About this ebook
Large Language Models (LLMs) and advanced embeddings are transforming industries by enabling tailored, context-aware AI solutions. Advanced Embeddings: LLMs in Action for Industry Leaders is the ultimate guide for ML engineers, data scientists, and business leaders seeking to leverage embeddings for innovative applications across domains such as healthcare, finance, and retail. This comprehensive book delves into domain-specific embedding techniques, exploring how they enhance tasks like semantic search, recommendation systems, and knowledge management. Readers will gain insights into fine-tuning LLMs for industry-specific needs, leveraging graph- based embeddings, and integrating multimodal data for comprehensive solutions. With detailed explanations and real-world case studies, the book demonstrates how embeddings improve fraud detection in finance, predictive diagnostics in healthcare, and customer engagement in retail. Additionally, the book addresses the challenges of deploying embeddings, including data sparsity, computational efficiency, and mitigating biases. Emerging trends, like multimodal embeddings and reinforcement learning, are explored to prepare readers for future advancements in the field. Whether optimizing decision-making, building scalable systems, or pioneering AI-driven solutions, Advanced Embeddings equips professionals with the tools and knowledge to innovate in their industries. This book is your roadmap to mastering domain-specific embeddings and unleashing the transformative potential of LLMs.
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