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Gpt-3 : The Ultimate Guide to Building NLP Products with OpenAI API /
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| 자료유형 | E-Book |
|---|---|
| 개인저자 | Kublik, Sandra, author. Saboo, Shubham, author. |
| 서명/저자사항 | Gpt-3 :The Ultimate Guide to Building NLP Products with OpenAI API /Sandra Kublik & Shubham Saboo. |
| 발행사항 | Birmingham : Packt Publishing, Limited, 2023. |
| 형태사항 | 1 online resource (151 p.) |
| 소장본 주기 | WorldCat record variable field(s) change: 050 |
| ISBN | 9781805120889 1805120883 |
| 일반주기 |
Description based upon print version of record.
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| 내용주기 | Cover -- Copyrights -- PREFACE -- Chapter 1: THE LARGE LANGUAGE MODEL REVOLUTION -- A Behind-the-Scenes Look at Natural Language Processing -- Language Models Getting Bigger & Better -- The Generative Pre-Trained Transformer: GPT-3 -- Generative models -- Pre-trained models -- Transformer Models -- Sequence-to-sequence models -- Transformer attention mechanisms -- GPT-3: A Brief History -- GPT-1 -- GPT-2 -- GPT-3 -- Accessing the OpenAI API -- Chapter 2: GETTING STARTED WITH OPENAI API -- OpenAI Playground -- Prompt Engineering and Design -- Breaking Down OpenAI API -- Execution Engine Response Length -- Temperature and Top P -- Frequency and Presence Penalties -- Best of -- Stop Sequence -- Inject Start Text and Inject Restart Text -- Show Probabilities -- Execution Engines -- DaVinci -- Curie -- Babbage -- Ada -- Instruct Series -- Endpoints -- List Engines -- Retrieve Engines -- Completions -- Semantic Search -- Files -- Embeddings -- Customizing GPT-3 -- Apps Powered by Customized GPT-3 Models -- How to customize GPT-3 for your application -- Tokens -- Pricing -- GPT-3's Performance on Standard NLP Tasks -- Text Classification -- Zero-Shot Classification Single-shot and Few Shot Text Classification -- Batch Classification -- Named Entity Recognition -- Text Summarization -- Text Generation -- Article Generation -- Social Media Post Generation -- Conclusion -- Chapter 3: GPT-3 AND PROGRAMMING -- How to use OpenAI API with Python? -- How to use OpenAI API with Go? -- How to use OpenAI API with Java? -- GPT-3 Sandbox Powered by Streamlit -- Conclusion -- Chapter 4: GPT-3 AS ENABLER FOR NEXT-GEN STARTUPS -- Model-as-a-Service -- A Closer Look at the New Startup Environment: Case Studies -- Creative Applications of GPT-3: Fable Studio Data Analysis Applications of GPT-3: Viable -- Chatbot Applications of GPT-3: Quickchat -- Marketing Applications of GPT-3: Copysmith -- Coding Applications of GPT-3: Stenography -- An Investor's Outlook on the GPT-3 Startup Ecosystem -- Conclusion -- Chapter 5: GPT-3 AS THE NEXT STEP IN CORPORATE INNOVATION -- Case Study: GitHub Copilot -- How it works -- Developing Copilot -- What does low-code/no-code programming mean? -- Scaling with the API -- What's Next for Github Copilot? -- Case Study: Algolia Answers -- Evaluating NLP options -- Data Privacy -- Cost -- Speed and Latency Lessons Learned -- Case Study: Microsoft's Azure OpenAI Service -- A Partnership That Was Meant to Be -- An Azure-Native OpenAI API -- Resource Management -- Security and Data Privacy -- Model-as-a-Service at the Enterprise Level -- Other Microsoft AI and ML Services -- Advice for Enterprises -- OpenAI or Azure OpenAI Service: Which should you use? -- Conclusion -- Chapter 6: GPT-3: THE GOOD, THE BAD, AND THE UGLY -- Tackling AI Bias -- Anti-Bias Countermeasures -- Low-quality content and the spread of misinformation -- The Green Footprint of LLMs -- Proceeding with Caution -- Conclusion |
| 요약 | GPT-3: The Ultimate Guide To Building NLP Products With OpenAI API is a comprehensive book on the Generative Pre-trained Transformer 3 AI language model, covering its significance, capabilities, and application in creating innovative NLP Products. Key Features Exploration of GPT-3: The book explores GPT-3, a powerful language model, and its capabilities Business applications: The book provides practical knowledge on using GPT-3 to create new business products Examination of AI trends: The book examines the impact of GPT-3 on emerging creator economy and trends like no-code & AGI Book Description GPT-3 has made creating AI apps simpler than ever. This book provides a comprehensive guide on how to utilize the OpenAI API with ease. It explores imaginative methods of utilizing this tool for your specific needs and showcases successful businesses that have been established through its use. The book is divided into two sections, with the first focusing on the fundamentals of the OpenAI API. The second part examines the dynamic and thriving environment that has arisen around GPT-3. Chapter 1 sets the stage with background information and defining key terms. Chapter 2 goes in-depth into the API, breaking it down into its essential components, explaining their functions and offering best practices. Chapter 3, you will build your first app with GPT-3. Chapter 4 features interviews with the founders of successful GPT-3-based products, who share challenges and insights gained. Chapter 5 examines the perspective of enterprises on GPT-3 and its potential for adoption. The problematic consequences of widespread GPT-3 adoption, such as misapplication and bias, are addressed along with efforts to resolve these issues in Chapter 6. Finally, Chapter 7 delves into the future by exploring the most exciting trends and possibilities as GPT-3 becomes increasingly integrated into the commercial ecosystem. What you will learn Learn the essential components of the OpenAI API along with the best practices Build and deploy your first GPT-3 powered application Learn from the journeys of industry leaders, startup founders who have built and deployed GPT-3 based products at scale Look at how enterprises view GPT-3 and its potential for adoption for scalable solutions Navigating the consequences of GPT-3 adoption and efforts to resolve them Explore the exciting trends and possibilities of combining models with GPT-3 with no code Who this book is for This book caters to individuals from diverse backgrounds, not just technical experts. It should be useful to you if you are:A data expert seeking to improve your AI expertise An entrepreneur looking to revolutionize the AI industry A business leader seeking to enhance your AI knowledge and apply it to informed decision making A content creator in the language domain looking to utilize GPT-3's language abilities for creative and imaginative projects Anyone with an AI idea that was previously deemed technically unfeasible or too costly to execute. |
| 일반주제명 | Natural language processing (Computer science) Generative programming (Computer science) |
| 언어 | 영어 |
| 기타형태 저록 | Print version:Kublik, SandraGpt-3Birmingham : Packt Publishing, Limited,c2023 |
| 대출바로가기 | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=3551673 |
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| No. | 등록번호 | 청구기호 | 소장처 | 도서상태 | 반납예정일 | 예약 | 서비스 | 매체정보 |
|---|---|---|---|---|---|---|---|---|
| 1 | WE00030207 | 006.3/5 | 가야대학교/전자책서버(컴퓨터서버)/ | 대출가능 |
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