{"product_id":"building-ai-intensive-python-applications-1","title":"Building AI Intensive Python Applications: Create intelligent apps with LLMs and vector databases","description":"\u003cp\u003e\u003cb\u003eMaster retrieval-augmented generation architecture and fine-tune your AI stack, along with discovering real-world use cases and best practices to create powerful AI apps\u003c\/b\u003e\u003c\/p\u003e\u003ch2\u003eKey Features\u003c\/h2\u003e\u003cul\u003e\n\u003cli\u003eGet to grips with the fundamentals of LLMs, vector databases, and Python frameworks\u003c\/li\u003e\n\u003cli\u003eImplement effective retrieval-augmented generation strategies with MongoDB Atlas\u003c\/li\u003e\n\u003cli\u003eOptimize AI models for performance and accuracy with model compression and deployment optimization\u003c\/li\u003e\n\u003cli\u003ePurchase of the print or Kindle book includes a free PDF eBook\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch2\u003eBook Description\u003c\/h2\u003eThe era of generative AI is upon us, and this book serves as a roadmap to harness its full potential. With its help, you’ll learn the core components of the AI stack: large language models (LLMs), vector databases, and Python frameworks, and see how these technologies work together to create intelligent applications. The chapters will help you discover best practices for data preparation, model selection, and fine-tuning, and teach you advanced techniques such as retrieval-augmented generation (RAG) to overcome common challenges, such as hallucinations and data leakage. You’ll get a solid understanding of vector databases, implement effective vector search strategies, refine models for accuracy, and optimize performance to achieve impactful results. You’ll also identify and address AI failures to ensure your applications deliver reliable and valuable results. By evaluating and improving the output of LLMs, you’ll be able to enhance their performance and relevance. By the end of this book, you’ll be well-equipped to build sophisticated AI applications that deliver real-world value.\u003ch2\u003eWhat you will learn\u003c\/h2\u003e\u003cul\u003e\n\u003cli\u003eUnderstand the architecture and components of the generative AI stack\u003c\/li\u003e\n\u003cli\u003eExplore the role of vector databases in enhancing AI applications\u003c\/li\u003e\n\u003cli\u003eMaster Python frameworks for AI development\u003c\/li\u003e\n\u003cli\u003eImplement Vector Search in AI applications\u003c\/li\u003e\n\u003cli\u003eFind out how to effectively evaluate LLM output\u003c\/li\u003e\n\u003cli\u003eOvercome common failures and challenges in AI development\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch2\u003eWho this book is for\u003c\/h2\u003e\u003cp\u003eThis book is for software engineers and developers looking to build intelligent applications using generative AI. While the book is suitable for beginners, a basic understanding of Python programming is required to make the most of it.\u003c\/p\u003e\r\n","brand":"None","offers":[{"title":"Kobo eBook","offer_id":46367461081298,"sku":"cf6c70c9-5751-3e06-a452-b3c75af10275","price":60.99,"currency_code":"CAD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0655\/8980\/5233\/files\/image_1aecb1e6-31dc-4204-a013-7749c4a9d809.jpg?v=1762833109","url":"https:\/\/www.indigo.ca\/products\/building-ai-intensive-python-applications-1","provider":"Indigo","version":"1.0","type":"link"}