Francesco Esposito

Programming Large Language Models with Azure Open AI

Conversational programming and prompt engineering with LLMs

• Broschiertes Buch

Produktbeschreibung

Use LLMs to build better business software applications Autonomously communicate with users and optimize business tasks with applications built to make the interaction between humans and computers smooth and natural. Artificial Intelligence expert Francesco Esposito illustrates several scenarios for which a LLM is effective: crafting sophisticated business solutions, shortening the gap between humans and software-equipped machines, and building powerful reasoning engines. Insight into prompting and conversational programming-with specific techniques for patterns and frameworks-unlock how natural language can also lead to a new, advanced approach to coding. Concrete end-to-end demonstrations (featuring Python and ASP.NET Core) showcase versatile patterns of interaction between existing processes, APIs, data, and human input.  Artificial Intelligence expert Francesco Esposito helps you: Understand the history of large language models and conversational programmingApply prompting as a new way of codingLearn core prompting techniques and fundamental use-casesEngineer advanced prompts, including connecting LLMs to data and function calling to build reasoning enginesUse natural language in code to define workflows and orchestrate existing APIsMaster external LLM frameworksEvaluate responsible AI security, privacy, and accuracy concernsExplore the AI regulatory landscapeBuild and implement a personal assistantApply a retrieval augmented generation (RAG) pattern to formulate responses based on a knowledge baseConstruct a conversational user interface For IT Professionals and Consultants For software professionals, architects, lead developers, programmers, and Machine Learning enthusiastsFor anyone else interested in natural language processing or real-world applications of human-like language in software

Produktdetails

• Verlag: Pearson Education (US)
• Seitenzahl: 256
• Erscheinungstermin: 23. April 2024
• Abmessung: 230mm x 190mm x 15mm
• Gewicht: 460g
• ISBN-13: 9780138280376
• ISBN-10: 0138280371
• Artikelnr.: 69117125

Autorenporträt

Francesco Esposito, armed with a strong mathematical background, is the author of two Microsoft Press books on Machine Learning. He is currently the Head of Engineering & Data at Crionet, a company that provides innovative solutions for Sports and Media industries. He also founded Youbiquitous, a data analysis and software factory that works on LLMs, and KBMS Data Force, a startup focused on Digital Therapy and intelligent healthcare.

Inhaltsangabe

CHAPTER 1 The genesis and an analysis of large language models
CHAPTER 2 Core prompt learning techniques
CHAPTER 3 Engineering advanced learning prompts
CHAPTER 4 Mastering language frameworks
CHAPTER 5 Security, privacy, and accuracy concerns
CHAPTER 6 Building a personal assistant
CHAPTER 7 Chat with your data
CHAPTER 8 Conversational UI
Appendix: Inner functioning of LLMs