Generative Ai With Langchain

Author : Ben Auffarth
Publisher : Packt Publishing Ltd
ISBN 13 : 1835088368
Total Pages : 361 pages
Book Rating : 4.64/5 ( download)

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Download or read book Generative AI with LangChain written by Ben Auffarth and published by Packt Publishing Ltd. This book was released on 2023-12-22 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get to grips with the LangChain framework to develop production-ready applications, including agents and personal assistants. Code examples are regularly updated on GitHub to keep you abreast of the latest LangChain developments. Purchase of the print or Kindle book includes a free PDF eBook. Key Features GitHub repository updated regularly to stay abreast of LangChain developments Delve into the realm of LLMs with LangChain and go on an in-depth exploration of their fundamentals, ethical dimensions, and application challenges Get better at using ChatGPT and GPT models, from heuristics and training to scalable deployment, empowering you to transform ideas into reality Book DescriptionChatGPT and the GPT models by OpenAI have brought about a revolution not only in how we write and research but also in how we can process information. This book discusses the functioning, capabilities, and limitations of LLMs underlying chat systems, including ChatGPT and Bard. It also demonstrates, in a series of practical examples, how to use the LangChain framework to build production-ready and responsive LLM applications for tasks ranging from customer support to software development assistance and data analysis – illustrating the expansive utility of LLMs in real-world applications. Unlock the full potential of LLMs within your projects as you navigate through guidance on fine-tuning, prompt engineering, and best practices for deployment and monitoring in production environments. Whether you're building creative writing tools, developing sophisticated chatbots, or crafting cutting-edge software development aids, this book will be your roadmap to mastering the transformative power of generative AI with confidence and creativity.What you will learn Understand LLMs, their strengths and limitations Grasp generative AI fundamentals and industry trends Create LLM apps with LangChain like question-answering systems and chatbots Understand transformer models and attention mechanisms Automate data analysis and visualization using pandas and Python Grasp prompt engineering to improve performance Fine-tune LLMs and get to know the tools to unleash their power Deploy LLMs as a service with LangChain and apply evaluation strategies Privately interact with documents using open-source LLMs to prevent data leaks Who this book is for The book is for developers, researchers, and anyone interested in learning more about LLMs. Whether you are a beginner or an experienced developer, this book will serve as a valuable resource if you want to get the most out of LLMs and are looking to stay ahead of the curve in the LLMs and LangChain arena. Basic knowledge of Python is a prerequisite, while some prior exposure to machine learning will help you follow along more easily.

Author : Anand Vemula
Publisher : Anand Vemula
ISBN 13 :
Total Pages : 41 pages
Book Rating : 4./5 ( download)

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Download or read book Generative AI with LangChain: A Hands-on Approach written by Anand Vemula and published by Anand Vemula. This book was released on with total page 41 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the ever-evolving world of Artificial Intelligence (AI), Generative AI stands out for its ability to create entirely new data, from realistic images to compelling music. This book equips you to harness this power, guiding you through the fundamentals and practical applications with LangChain, a user-friendly framework. Part 1 establishes the groundwork. You'll delve into the core concepts of Generative AI, including Deep Learning and Natural Language Processing (NLP). This foundational knowledge empowers you to understand how AI learns from vast datasets and generates novel outputs. Part 2 dives into the specific techniques behind Generative AI. Explore powerful methods like Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), grasping how they create realistic data through innovative training processes. You'll also discover the transformative potential of Transformer-based models, particularly adept at handling text-based tasks. LangChain enters the scene in Part 3. This framework simplifies the development and deployment of Generative AI applications. Learn how LangChain streamlines the process, from selecting the appropriate model to integrating it with real-world data sources and managing its outputs. Practical guidance, including code examples and tutorials, empowers you to build your own generative applications with LangChain. Part 4 showcases the exciting possibilities. Witness how LangChain can be applied to Text Generation tasks like creating summaries or crafting engaging creative content. Explore how it facilitates Image Generation, from photorealistic synthesis to image editing and enhancement. Beyond text and images, the book delves into other applications like Music Generation, Code Generation, and even Drug Discovery, highlighting the vast potential of Generative AI. The final part, The Future of Generative AI, emphasizes the critical aspects of responsible development. You'll explore ethical considerations like bias and potential misuse, while also learning about advancements in research and how LangChain can evolve to meet these challenges. By combining foundational knowledge with practical tools and real-world applications, it empowers you to become an active participant in the Generative AI revolution.

Author : Mehul Gupta
Publisher : Mehul Gupta
ISBN 13 :
Total Pages : 152 pages
Book Rating : 4./5 ( download)

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Download or read book LangChain in your Pocket written by Mehul Gupta and published by Mehul Gupta. This book was released on 2024-01-28 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock the full potential of Generative AI with "LangChain in your Pocket", a hands-on guide that takes you through the robust LangChain framework. This book provides a step-by-step journey into creating powerful applications, from Auto-SQL and NER to custom Agents and Chains, integrating Memory, OutputParsers, RAG for Q&A, Few-Shot Classification, Evaluators, Autonomous AI agents, Advanced Prompt Engineering and many more. NOTE: Drop an email to [email protected] with the transaction receipt for a free PDF version. Key Features: Step-by-step code explanations with expected outputs for each solution. No prerequisites: If you know Python, you're ready to dive in. Practical, hands-on guide with minimal mathematical explanations. Book Description: Since the arrival of ChatGPT in late 2022, the AI landscape has evolved dramatically. "LangChain in your Pocket" invites you to move beyond ChatGPT and explore the versatility of LangChain, a Python/JavaScript framework at the forefront of Large Language Models (LLMs). Whether you're building Classification models, Storyteller, or Internet-enabled GPT, LangChain empowers you to do more. This beginner-friendly introduction covers: Basics of Large Language Models (LLMs) and why LangChain is pivotal. Hello World tutorial for setting up LangChain and creating baseline applications. In-depth chapters on each LangChain module. Advanced problem-solving, including Multi-Document RAG, Hallucinations, NLP chains, and Evaluation for LLMs for supervised and unsupervised ML problems. Dedicated sections for Few-Shot Learning, Advanced Prompt Engineering using ReAct, Autonomous AI agents, and deployment using LangServe. Who should read it? This book is for anyone keen on exploring AI, especially Generative AI. Whether you're a Software Developer, Data Scientist, Student or Content Writer, the focus on diverse use cases in LangChain and GenAI makes it equally valuable to all. Table of Contents Introduction Hello World Different LangChain Modules Models & Prompts Chains Agents OutputParsers & Memory Callbacks RAG Framework & Vector Databases LangChain for NLP problems Handling LLM Hallucinations Evaluating LLMs Advanced Prompt Engineering Autonomous AI agents LangSmith & LangServe Additional Features

Author :
Publisher :
ISBN 13 : 9789798869921
Total Pages : 0 pages
Book Rating : 4.23/5 ( download)

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Download or read book Generative AI and Natural Language Processing with LangChain written by and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : David A Fitzgerald
Publisher : Independently Published
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.92/5 ( download)

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Download or read book Unleash the Potential of Generative AI for Creative Expression written by David A Fitzgerald and published by Independently Published. This book was released on 2023-11-06 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Become an Authority in Generative AI and Langchain with "UNLEASH THE POTENTIAL OF GENERATIVE AI FOR CREATIVE EXPRESSION" About the Technology: In this groundbreaking book, we delve deep into the world of Generative AI, focusing on two cutting-edge technologies, LLM and LangChain. With a comprehensive and developer-friendly approach, you'll harness the full potential of these tools for creative expression. Summary: As a team of seasoned AI experts, we understand the challenges developers face in adopting advanced technologies. Our journey began with curiosity, and we've dedicated years to uncovering the true power of LLM and LangChain. This book is the culmination of our experiences and successes, and we're excited to share our knowledge to help you succeed on your own AI journey. Benefits: Master the complexities of Generative AI with practical insights and real-world examples. Unleash your creativity by understanding how to harness the full capabilities of LLM and LangChain. Overcome challenges with in-depth guidance and troubleshooting tips. Gain a competitive edge in AI development, positioning yourself as an expert in this ever-evolving field. Empower your projects with cutting-edge AI solutions, leading to more innovative and impactful outcomes. Concerned about the complexity of Generative AI? Fear not. This book is designed to be beginner-friendly, breaking down complex concepts into digestible knowledge. We provide step-by-step instructions and clear examples to ensure you can follow along and succeed in mastering Generative AI. "I'm not a developer. Can I still benefit from this book?" Absolutely! This book provides a comprehensive introduction to LLMs and LangChain, catering to beginners and experienced developers alike. You'll gain a thorough understanding of the concepts and practical skills to apply generative AI in your creative endeavors. "I'm afraid that AI will replace human creativity." Generative AI is not a replacement for human creativity; it's an augmentation. AI can amplify our creative potential, allowing us to explore new frontiers and produce works that would be impossible to achieve alone. Embark on an extraordinary journey into the world of generative AI and unleash your creative potential. Grab your copy of "UNLEASH THE POTENTIAL OF GENERATIVE AI FOR CREATIVE EXPRESSION: Mastering LLM and Advanced Knowledge on LangChain For Developers" today and become a master of this transformative technology.

Author : Ronald C Sheffield
Publisher : Independently Published
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.35/5 ( download)

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Download or read book The Langchain And Llm Evolution written by Ronald C Sheffield and published by Independently Published. This book was released on 2023-10-24 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Generative AI-powered programming language, LangChain, is an innovative platform that empowers developers to build applications fueled by large language models (LLMs) such as GPT-3 and GPT-4. With its user-friendly interface for writing prompts and generating content, it opens the door to creative possibilities in the realm of technology. Brief Overview This book serves as your comprehensive guide to LangChain and LLMs, catering to developers of all skill levels. It takes you on a journey from the fundamentals to advanced concepts, offering a step-by-step approach to creating contents/write ups harnessing the power of LLMs. Picture a world where you can breathe life into writings using the magic of human language. Thanks to LangChain and LLMs, that world is now a reality. LangChain is your potent ally in crafting applications that generate text, translate languages, provide answers, and more. This book is your portal to mastering LangChain and LLMs, equipping you with the knowledge and skills needed to embark on your own journey of creating LLM-powered applications. What you will learn? The book delves into an array of topics, including: - Unveiling the essence of LangChain and its mechanics - Deciphering the inner workings of LLMs - Leveraging LangChain to generate text, translate languages, and tackle questions - Crafting LLM-powered text applications using LangChain - Adhering to best practices in working with LangChain and LLMs Who this book is meant for ? Whether you're a novice or a seasoned developer, if you aspire to use LangChain and LLMs to craft LLM-powered applications, this book is designed with you in mind. Position yourself as a trailblazer in the future of application development by mastering LangChain and LLMs today! Embark on your journey with LangChain and LLMs today, and begin forging the future of application development!

Author : Ronald C Sheffield
Publisher : Independently Published
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.31/5 ( download)

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Download or read book Mastery of Langchain And Llm For Developers written by Ronald C Sheffield and published by Independently Published. This book was released on 2024-01-02 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mastery of LangChain and LLM for Developers: Seize Your Place in the AI Revolution. The AI revolution is thundering upon us, and developers who adapt will not only survive, but thrive. Mastery of LangChain and LLM for Developers is your comprehensive guide to harnessing the power of these two leading-edge technologies, skyrocketing your skills, and securing your place at the forefront of this transformative wave. BENEFITS YOU DIDN'T SEE COMING! MASTER CUTTING-EDGE TOOLS: Delve into the intricacies of LangChain, the revolutionary blockchain platform for secure and transparent supply chains, and LLMs, the powerful language models unlocking unimaginable creative and analytical capabilities. BOOST YOUR DEVELOPER VALUE: Learn hands-on techniques to build real-world applications, from fraud detection systems to personalized AI assistants, and showcase your expertise to potential employers and collaborators. BECOME AN AI POWERHOUSE: Develop a growth mindset, master the art of continuous learning, and stay ahead of the ever-evolving AI landscape, ensuring your skills remain relevant and in high demand. WHAT YOU CAN DO: Dive into real-world projects: Build a portfolio that screams competence, showcasing your ability to solve real-world problems with LangChain and LLMs. Network with the AI elite: Join vibrant online communities, attend conferences, and connect with fellow developers and industry leaders, building a powerful network that fuels your career growth. Become a responsible AI champion: Understand the ethical considerations of AI development and advocate for responsible practices, shaping a future where AI benefits all of humanity. Ready to unlock the hidden potential of LangChain and LLMs? This book is your key. Crack it open and prepare to: Craft solutions that matter: From healthcare to finance, unleash the power of these technologies to tackle real-world challenges and make a lasting impact. Command respect and recognition: Earn the admiration of your peers and potential employers as you demonstrate your mastery of these cutting-edge tools. Future-proof your career: Equip yourself with the skills and knowledge that will remain valuable long after the dust settles on the AI revolution. Don't let this opportunity pass you by. Seize your place in the AI revolution, unleash your full potential, and write your own chapter in the future of technology. Get your copy of "Mastery of LangChain and LLM for Developers" today and let the intricacies of these game-changing technologies illuminate your path!

Author : Valentina Alto
Publisher : Packt Publishing Ltd
ISBN 13 : 1805122835
Total Pages : 286 pages
Book Rating : 4.38/5 ( download)

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Download or read book Modern Generative AI with ChatGPT and OpenAI Models written by Valentina Alto and published by Packt Publishing Ltd. This book was released on 2023-05-26 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Harness the power of AI with innovative, real-world applications, and unprecedented productivity boosts, powered by the latest advancements in AI technology like ChatGPT and OpenAI Purchase of the print or Kindle book includes a free PDF eBook Key Features Explore the theory behind generative AI models and the road to GPT3 and GPT4 Become familiar with ChatGPT's applications to boost everyday productivity Learn to embed OpenAI models into applications using lightweight frameworks like LangChain Book Description Generative AI models and AI language models are becoming increasingly popular due to their unparalleled capabilities. This book will provide you with insights into the inner workings of the LLMs and guide you through creating your own language models. You'll start with an introduction to the field of generative AI, helping you understand how these models are trained to generate new data. Next, you'll explore use cases where ChatGPT can boost productivity and enhance creativity. You'll learn how to get the best from your ChatGPT interactions by improving your prompt design and leveraging zero, one, and few-shots learning capabilities. The use cases are divided into clusters of marketers, researchers, and developers, which will help you apply what you learn in this book to your own challenges faster. You'll also discover enterprise-level scenarios that leverage OpenAI models' APIs available on Azure infrastructure; both generative models like GPT-3 and embedding models like Ada. For each scenario, you'll find an end-to-end implementation with Python, using Streamlit as the frontend and the LangChain SDK to facilitate models' integration into your applications. By the end of this book, you'll be well equipped to use the generative AI field and start using ChatGPT and OpenAI models' APIs in your own projects. What you will learn Understand generative AI concepts from basic to intermediate level Focus on the GPT architecture for generative AI models Maximize ChatGPT's value with an effective prompt design Explore applications and use cases of ChatGPT Use OpenAI models and features via API calls Build and deploy generative AI systems with Python Leverage Azure infrastructure for enterprise-level use cases Ensure responsible AI and ethics in generative AI systems Who this book is for This book is for individuals interested in boosting their daily productivity; businesspersons looking to dive deeper into real-world applications to empower their organizations; data scientists and developers trying to identify ways to boost ML models and code; marketers and researchers seeking to leverage use cases in their domain – all by using Chat GPT and OpenAI Models. A basic understanding of Python is required; however, the book provides theoretical descriptions alongside sections with code so that the reader can learn the concrete use case application without running the scripts.

Author : James Phoenix
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098153405
Total Pages : 423 pages
Book Rating : 4.03/5 ( download)

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Download or read book Prompt Engineering for Generative AI written by James Phoenix and published by "O'Reilly Media, Inc.". This book was released on 2024-05-16 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: Large language models (LLMs) and diffusion models such as ChatGPT and Stable Diffusion have unprecedented potential. Because they have been trained on all the public text and images on the internet, they can make useful contributions to a wide variety of tasks. And with the barrier to entry greatly reduced today, practically any developer can harness LLMs and diffusion models to tackle problems previously unsuitable for automation. With this book, you'll gain a solid foundation in generative AI, including how to apply these models in practice. When first integrating LLMs and diffusion models into their workflows, most developers struggle to coax reliable enough results from them to use in automated systems. Authors James Phoenix and Mike Taylor show you how a set of principles called prompt engineering can enable you to work effectively with AI. Learn how to empower AI to work for you. This book explains: The structure of the interaction chain of your program's AI model and the fine-grained steps in between How AI model requests arise from transforming the application problem into a document completion problem in the model training domain The influence of LLM and diffusion model architecture—and how to best interact with it How these principles apply in practice in the domains of natural language processing, text and image generation, and code

Author : Shikhar Kwatra
Publisher : Packt Publishing Ltd
ISBN 13 : 1804618586
Total Pages : 384 pages
Book Rating : 4.85/5 ( download)

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Download or read book Generative AI with Amazon Bedrock written by Shikhar Kwatra and published by Packt Publishing Ltd. This book was released on 2024-07-31 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Become proficient in Amazon Bedrock by taking a hands-on approach to building and scaling generative AI solutions that are robust, secure, and compliant with ethical standards Key Features Learn the foundations of Amazon Bedrock from experienced AWS Machine Learning Specialist Architects Master the core techniques to develop and deploy several AI applications at scale Go beyond writing good prompting techniques and secure scalable frameworks by using advanced tips and tricks Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe concept of generative artificial intelligence has garnered widespread interest, with industries looking to leverage it to innovate and solve business problems. Amazon Bedrock, along with LangChain, simplifies the building and scaling of generative AI applications without needing to manage the infrastructure. Generative AI with Amazon Bedrock takes a practical approach to enabling you to accelerate the development and integration of several generative AI use cases in a seamless manner. You’ll explore techniques such as prompt engineering, retrieval augmentation, fine-tuning generative models, and orchestrating tasks using agents. The chapters take you through real-world scenarios and use cases such as text generation and summarization, image and code generation, and the creation of virtual assistants. The latter part of the book shows you how to effectively monitor and ensure security and privacy in Amazon Bedrock. By the end of this book, you’ll have gained a solid understanding of building and scaling generative AI apps using Amazon Bedrock, along with various architecture patterns and security best practices that will help you solve business problems and drive innovation in your organization.What you will learn Explore the generative AI landscape and foundation models in Amazon Bedrock Fine-tune generative models to improve their performance Explore several architecture patterns for different business use cases Gain insights into ethical AI practices, model governance, and risk mitigation strategies Enhance your skills in employing agents to develop intelligence and orchestrate tasks Monitor and understand metrics and Amazon Bedrock model response Explore various industrial use cases and architectures to solve real-world business problems using RAG Stay on top of architectural best practices and industry standards Who this book is for This book is for generalist application engineers, solution engineers and architects, technical managers, ML advocates, data engineers, and data scientists looking to either innovate within their organization or solve business use cases using generative AI. A basic understanding of AWS APIs and core AWS services for machine learning is expected.