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Build Apps and Fine-Tune LLMs Using the OpenAI API · LearnSpace
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Build Apps and Fine-Tune LLMs Using the OpenAI API

Курс от Packt
Средний≈ 8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. Unlock the power of the OpenAI API to build powerful applications and fine-tune large language models (LLMs). By the end of the course, you'll be equipped with the skills to set up your environment, explore the fundamentals of transformers, and create your own intelligent applications. You’ll also dive deep into prompt engineering, sentiment analysis, and even computer vision, using practical examples to reinforce your knowledge. You'll start by setting up your environment and understanding key concepts, such as AI definitions and acronyms, before diving into the OpenAI API itself. The course also walks you through hands-on examples, such as translating articles, summarizing text, and building a chatbot. As you progress, you'll use cutting-edge OpenAI tools, including text-to-speech, image generation, and computer vision APIs to add even more advanced functionalities to your applications. Towards the end, you will fine-tune your models, deploy applications, and ensure ethical AI usage. By the time you finish, you'll be able to build sophisticated AI-powered applications that leverage OpenAI's vast capabilities, with an emphasis on real-world use cases and deployment. This course is ideal for developers, AI enthusiasts, or anyone interested in working with OpenAI’s advanced language models and APIs. Basic programming skills and familiarity with AI concepts will be beneficial, but anyone eager to explore AI’s potential is welcome to join.

Навыки, которые вы освоите

OpenAI APIResponsible AIFine-tuningPrompt EngineeringApplication Programming Interface (API)Computer VisionApplication DeploymentOpenAIAI literacyDevelopment EnvironmentImage AnalysisGenerative AIChatGPTLarge Language ModelingLLM ApplicationNatural Language Processing

Программа курса

8 модулей · 52 учебных материалов

01Introduction4 материалов

Introduction

IntroductionВидеоFull Course ResourcesЧтениеSyllabusВидеоAI Definitions and AcronymsВидео
02Setting Up Your Environment5 материалов

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Build Apps and Fine-Tune LLMs Using the OpenAI API
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 8 ч

8 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Казахский

Часть программы вашего университета

Setting Up Your Environment

Creating an Account and Getting a Secret KeyВидеоSetting Up Your EnvironmentВидеоPricing and Setting Usage Limits with OpenAI APIВидеоCreating an OpenAI Account and Managing API KeysDIALOGUESetting Up Your Environment - AssessmentЗадание
03OpenAI API Overview and LLM Overview9 материалов

OpenAI API Overview and LLM Overview

OpenAI API OverviewВидеоWhat Are Transformers and How Do They Power Generative AIВидеоBasic Prompt EngineeringВидеоZero Shot and Few Shot PromptingВидеоChain of Thought PromptingВидеоGrounding LLMs for Increased AccuracyВидеоUnder the Hood: How Encoders Allow LLMs to Process PromptsВидеоUnderstanding the OpenAI API with PythonDIALOGUEOpenAI API Overview and LLM Overview - AssessmentЗадание
04OpenAI API Examples and Demonstrations with Completion API6 материалов

OpenAI API Examples and Demonstrations with Completion API

Translating an Article with the OpenAI APIВидеоExample: Translating an Article with OpenAI APIВидеоSummarizing with the OpenAI APIВидеоExample: Summarizing with the OpenAI APIВидеоExploring Zero Shot vs Few Shot Prompting with OpenAI APIDIALOGUEOpenAI API Examples and Demonstrations with Completion API - AssessmentЗадание
05OpenAI API Examples and Demonstrations with Chat API6 материалов

OpenAI API Examples and Demonstrations with Chat API

Chat Completion with the OpenAI APIВидеоExample: Build Your Own Chatbot with the Chat Completion APIВидеоSentiment Analysis and Classification with the OpenAI APIВидеоExample: Sentiment Analysis and Classification with the OpenAI APIВидеоCreating Contextual Chatbots with OpenAI APIDIALOGUEOpenAI API Examples and Demonstrations with Chat API - AssessmentЗадание
06Use OpenAI API Vision, Text-to-Speech, and Image Generation APIs8 материалов

Use OpenAI API Vision, Text-to-Speech, and Image Generation APIs

Overview of the Image Generation APIВидеоExample: Use the Image Generation API to Create Phone WallpapersВидеоOverview of the Text-to-Speech APIВидеоExample: Use the Text-to-Speech API to Transcribe Blog PostsВидеоHow to Use the Computer Vision APIВидеоExample: Use the Computer Vision API to Count CaloriesВидеоExploring OpenAI Image Generation APIDIALOGUEUse OpenAI API Vision, Text-to-Speech, and Image Generation APIs - AssessmentЗадание
07Translating Text and HTML with Google Translate API6 материалов

Translating Text and HTML with Google Translate API

Creating a Google Cloud Account and Setting Up Translate APIВидеоBasic and Advance Translation with Cloud Translation APIВидеоCode Walkthrough: Using Google Translate API to Translate SubtitlesВидеоExample: Translate Subtitles to 3+ LanguagesВидеоTranslating Text and HTML with Google Translate APIDIALOGUETranslating Text and HTML with Google Translate API - AssessmentЗадание
08Fine-Tuning, Deploying, and Ethics8 материалов

Fine-Tuning, Deploying, and Ethics

What Is Fine-Tuning and What Is It Used ForВидеоFine-Tuning a Model with OpenAI APIВидеоHow to Use GPT Builder to Create Custom GPTsВидеоDeploying an Application with OpenAI APIВидеоDos and Don'ts with AIВидеоFine-Tuning, Deploying, and Ethics - AssessmentЗаданиеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание