The Developer's Playbook for Large Language Model Security

The Developer's Playbook for Large Language Model Security PDF Author: Steve Wilson
Publisher: "O'Reilly Media, Inc."
ISBN: 109816217X
Category : Computers
Languages : en
Pages : 200

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Book Description
Large language models (LLMs) are not just shaping the trajectory of AI, they're also unveiling a new era of security challenges. This practical book takes you straight to the heart of these threats. Author Steve Wilson, chief product officer at Exabeam, focuses exclusively on LLMs, eschewing generalized AI security to delve into the unique characteristics and vulnerabilities inherent in these models. Complete with collective wisdom gained from the creation of the OWASP Top 10 for LLMs list—a feat accomplished by more than 400 industry experts—this guide delivers real-world guidance and practical strategies to help developers and security teams grapple with the realities of LLM applications. Whether you're architecting a new application or adding AI features to an existing one, this book is your go-to resource for mastering the security landscape of the next frontier in AI. You'll learn: Why LLMs present unique security challenges How to navigate the many risk conditions associated with using LLM technology The threat landscape pertaining to LLMs and the critical trust boundaries that must be maintained How to identify the top risks and vulnerabilities associated with LLMs Methods for deploying defenses to protect against attacks on top vulnerabilities Ways to actively manage critical trust boundaries on your systems to ensure secure execution and risk minimization

The Developer's Playbook for Large Language Model Security

The Developer's Playbook for Large Language Model Security PDF Author: Steve Wilson
Publisher: "O'Reilly Media, Inc."
ISBN: 109816217X
Category : Computers
Languages : en
Pages : 200

Get Book Here

Book Description
Large language models (LLMs) are not just shaping the trajectory of AI, they're also unveiling a new era of security challenges. This practical book takes you straight to the heart of these threats. Author Steve Wilson, chief product officer at Exabeam, focuses exclusively on LLMs, eschewing generalized AI security to delve into the unique characteristics and vulnerabilities inherent in these models. Complete with collective wisdom gained from the creation of the OWASP Top 10 for LLMs list—a feat accomplished by more than 400 industry experts—this guide delivers real-world guidance and practical strategies to help developers and security teams grapple with the realities of LLM applications. Whether you're architecting a new application or adding AI features to an existing one, this book is your go-to resource for mastering the security landscape of the next frontier in AI. You'll learn: Why LLMs present unique security challenges How to navigate the many risk conditions associated with using LLM technology The threat landscape pertaining to LLMs and the critical trust boundaries that must be maintained How to identify the top risks and vulnerabilities associated with LLMs Methods for deploying defenses to protect against attacks on top vulnerabilities Ways to actively manage critical trust boundaries on your systems to ensure secure execution and risk minimization

Large Language Models

Large Language Models PDF Author: Uday Kamath
Publisher: Springer Nature
ISBN: 3031656474
Category : Artificial intelligence
Languages : en
Pages : 496

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Book Description
Large Language Models (LLMs) have emerged as a cornerstone technology, transforming how we interact with information and redefining the boundaries of artificial intelligence. LLMs offer an unprecedented ability to understand, generate, and interact with human language in an intuitive and insightful manner, leading to transformative applications across domains like content creation, chatbots, search engines, and research tools. While fascinating, the complex workings of LLMs -- their intricate architecture, underlying algorithms, and ethical considerations -- require thorough exploration, creating a need for a comprehensive book on this subject. This book provides an authoritative exploration of the design, training, evolution, and application of LLMs. It begins with an overview of pre-trained language models and Transformer architectures, laying the groundwork for understanding prompt-based learning techniques. Next, it dives into methods for fine-tuning LLMs, integrating reinforcement learning for value alignment, and the convergence of LLMs with computer vision, robotics, and speech processing. The book strongly emphasizes practical applications, detailing real-world use cases such as conversational chatbots, retrieval-augmented generation (RAG), and code generation. These examples are carefully chosen to illustrate the diverse and impactful ways LLMs are being applied in various industries and scenarios. Readers will gain insights into operationalizing and deploying LLMs, from implementing modern tools and libraries to addressing challenges like bias and ethical implications. The book also introduces the cutting-edge realm of multimodal LLMs that can process audio, images, video, and robotic inputs. With hands-on tutorials for applying LLMs to natural language tasks, this thorough guide equips readers with both theoretical knowledge and practical skills for leveraging the full potential of large language models. This comprehensive resource is appropriate for a wide audience: students, researchers and academics in AI or NLP, practicing data scientists, and anyone looking to grasp the essence and intricacies of LLMs.

Introduction to Python and Large Language Models

Introduction to Python and Large Language Models PDF Author: Dilyan Grigorov
Publisher: Springer Nature
ISBN:
Category :
Languages : en
Pages : 395

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Book Description


Database Design and Modeling with Google Cloud

Database Design and Modeling with Google Cloud PDF Author: Abirami Sukumaran
Publisher: Packt Publishing Ltd
ISBN: 1804617865
Category : Computers
Languages : en
Pages : 234

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Book Description
Build faster and efficient real-world applications on the cloud with a fitting database model that's perfect for your needs Key Features Familiarize yourself with business and technical considerations involved in modeling the right database Take your data to applications, analytics, and AI with real-world examples Learn how to code, build, and deploy end-to-end solutions with expert advice Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionIn the age of lightning-speed delivery, customers want everything developed, built, and delivered at high speed and at scale. Knowledge, design, and choice of database is critical in that journey, but there is no one-size-fits-all solution. This book serves as a comprehensive and practical guide for data professionals who want to design and model their databases efficiently. The book begins by taking you through business, technical, and design considerations for databases. Next, it takes you on an immersive structured database deep dive for both transactional and analytical real-world use cases using Cloud SQL, Spanner, and BigQuery. As you progress, you’ll explore semi-structured and unstructured database considerations with practical applications using Firestore, cloud storage, and more. You’ll also find insights into operational considerations for databases and the database design journey for taking your data to AI with Vertex AI APIs and generative AI examples. By the end of this book, you will be well-versed in designing and modeling data and databases for your applications using Google Cloud.What you will learn Understand different use cases and real-world applications of data in the cloud Work with document and indexed NoSQL databases Get to grips with modeling considerations for analytics, AI, and ML Use real-world examples to learn about ETL services Design structured, semi-structured, and unstructured data for your applications and analytics Improve observability, performance, security, scalability, latency SLAs, SLIs, and SLOs Who this book is for This book is for database developers, data engineers, and architects looking to design, model, and build database applications on the cloud with an extended focus on operational consideration and taking their data to AI. Data scientists, as well ML and AI engineers who want to use Google Cloud services in the data to AI journey will also find plenty of useful information in this book. It will also be useful to data analysts and BI developers who want to use SQL impactfully to generate ML and generative AI insights from their data.

Unlocking the Secrets of Prompt Engineering

Unlocking the Secrets of Prompt Engineering PDF Author: Gilbert Mizrahi
Publisher: Packt Publishing Ltd
ISBN: 1835088260
Category : Computers
Languages : en
Pages : 316

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Book Description
Enhance your writing with AI by mastering prompt engineering techniques and become an expert in developing and utilizing LLM prompts across applications Key Features Master prompt engineering techniques to harness AI's writing potential Discover diverse LLM applications for content creation and beyond Learn through practical examples, use cases, and hands-on guidance Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionUnlocking the Secrets of Prompt Engineering is your key to mastering the art of AI-driven writing. This book propels you into the world of large language models (LLMs), empowering you to create and apply prompts effectively for diverse applications, from revolutionizing content creation and chatbots to coding assistance. Starting with the fundamentals of prompt engineering, this guide provides a solid foundation in LLM prompts, their components, and applications. Through practical examples and use cases, you'll discover how LLMs can be used for generating product descriptions, personalized emails, social media posts, and even creative writing projects like fiction and poetry. The book covers advanced use cases such as creating and promoting podcasts, integrating LLMs with other tools, and using AI for chatbot development. But that’s not all. You'll also delve into the ethical considerations, best practices, and limitations of using LLM prompts as you experiment and optimize your approach for best results. By the end of this book, you'll have unlocked the full potential of AI in writing and content creation to generate ideas, overcome writer's block, boost productivity, and improve communication skills.What you will learn Explore the different types of prompts, their strengths, and weaknesses Understand the AI agent's knowledge and mental model Enhance your creative writing with AI insights for fiction and poetry Develop advanced skills in AI chatbot creation and deployment Discover how AI will transform industries such as education, legal, and others Integrate LLMs with various tools to boost productivity Understand AI ethics and best practices, and navigate limitations effectively Experiment and optimize AI techniques for best results Who this book is for This book is for a wide audience, including writers, marketing and business professionals, researchers, students, tech enthusiasts, and creative individuals. Anyone looking for strategies and examples for using AI co-writing tools like ChatGPT effectively in domains such as content creation, drafting emails, and inspiring artistic works, will find this book especially useful. If you are interested in AI, NLP, and innovative software for personal or professional use, this is the book for you.

Ubiquitous Security

Ubiquitous Security PDF Author: Guojun Wang
Publisher: Springer Nature
ISBN: 9819712742
Category :
Languages : en
Pages : 474

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Book Description


Java Basics Using ChatGPT/GPT-4

Java Basics Using ChatGPT/GPT-4 PDF Author: Oswald Campesato
Publisher: Stylus Publishing, LLC
ISBN: 1501518976
Category : Computers
Languages : en
Pages : 534

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Book Description
This book is designed for those new to Java and interested in understanding how ChatGPT/GPT-4 can enhance programming. It offers a unique approach to learning Java, combining traditional hand-written code with cutting-edge ChatGPT-generated examples. The book covers the basics of Java programming and development environments, including understanding recursion, strings, arrays, fundamental data structures, algorithm analysis, queues and stacks, and follows with the role of ChatGPT in generating, explaining, and debugging code. Companion files with source code and figures available for downloading. It’s an essential resource for those starting Java programming and for anyone curious about the applications of ChatGPT in coding. FEATURES Combines hand-crafted Java code with ChatGPT-generated examples for a multifaceted learning experience Offers practical Java coding skills, with examples in recursion, data structures, and algorithm analysis Covers the capabilities of ChatGPT for code generation, debugging, and explanation, providing a modern perspective on programming Includes companion files for downloading with source code and figures

Mastering ChatGPT: A Comprehensive Guide to Prompt Engineering, Coding, and Monetization

Mastering ChatGPT: A Comprehensive Guide to Prompt Engineering, Coding, and Monetization PDF Author: Balaji murumbe
Publisher: Today's Q
ISBN:
Category : Computers
Languages : en
Pages : 75

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Book Description
Description: "Mastering ChatGPT: A Comprehensive Guide to Prompt Engineering, Coding, and Monetization" is the ultimate resource for anyone looking to harness the power of ChatGPT and unlock its full potential. Whether you're a developer, entrepreneur, or AI enthusiast, this ebook will equip you with the knowledge and skills to excel in prompt engineering, coding, and monetization. In this comprehensive guide, you'll dive deep into the world of prompt engineering and learn how to craft effective prompts that elicit precise and tailored responses from ChatGPT. Discover advanced techniques, strategies, and best practices to optimize your inputs and achieve desired outcomes. With practical examples and real-world scenarios, you'll gain a solid foundation in prompt engineering and be able to apply these skills to a wide range of applications. But that's not all. This ebook also delves into the realm of coding with ChatGPT, showing you how to leverage its capabilities for various programming tasks. Explore the possibilities of generating code snippets, enhancing your software development workflows, and tapping into the potential of ChatGPT as a coding assistant. Unlock new avenues for efficiency and creativity in your coding endeavors. Furthermore, "Mastering ChatGPT" offers insights and strategies for monetizing your ChatGPT expertise. Learn how to transform your skills into revenue streams, whether by developing AI-powered products, offering consultancy services, or creating compelling content. Discover the lucrative opportunities that await you in the world of ChatGPT monetization and get practical tips for navigating this exciting landscape. With its comprehensive approach, expert guidance, and practical advice, "Mastering ChatGPT: A Comprehensive Guide to Prompt Engineering, Coding, and Monetization" is your definitive companion on the journey to mastering ChatGPT. Unleash the power of ChatGPT, unlock new possibilities, and achieve success in prompt engineering, coding, and monetization. Get ready to take your AI skills to the next level.

Basics of Russian Law. Textbook

Basics of Russian Law. Textbook PDF Author: Malko A.V., Subochev V.V., Fedorov G.V.
Publisher: "Издательство ""Проспект"""
ISBN: 5392237649
Category : Law
Languages : en
Pages : 179

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Book Description
This textbook presents in accessible form information necessary for comprehensive understanding of the basics of Russian law: theory of state and law, constitutional, civil, labour, administrative and criminal law. It is based on the Russian legislation in force and the market practice, combining theoretical material, classical and modern doctrinal works, as well as the basics of the current legislation. The above will allow readers to obtain practically-oriented knowledge. This textbook is intended for lawstudents, legalscholars, legal practitioners, as well as everyone who is interested in the basics of Russian law.

Basics of Linear Algebra for Machine Learning

Basics of Linear Algebra for Machine Learning PDF Author: Jason Brownlee
Publisher: Machine Learning Mastery
ISBN:
Category : Computers
Languages : en
Pages : 211

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Book Description
Linear algebra is a pillar of machine learning. You cannot develop a deep understanding and application of machine learning without it. In this laser-focused Ebook, you will finally cut through the equations, Greek letters, and confusion, and discover the topics in linear algebra that you need to know. Using clear explanations, standard Python libraries, and step-by-step tutorial lessons, you will discover what linear algebra is, the importance of linear algebra to machine learning, vector, and matrix operations, matrix factorization, principal component analysis, and much more.