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Generative AI and Prompt Engineering Essentials · LearnSpace
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Generative AI and Prompt Engineering Essentials

Курс от Edureka
Начальный≈ 11.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course offers a clear pathway to understand Generative AI and prompt engineering—two foundational skills for working with modern large language models (LLMs). You'll learn how models like GPT, BERT, and T5 generate human-like outputs, and how well-crafted prompts can guide these models to perform tasks across writing, coding, summarization, and more. Through hands-on exercises and real-world examples, you’ll build the skills to communicate effectively with AI systems, enhance generation quality, and apply responsible prompting strategies across diverse applications. By the end of this course, you will be able to: - Explain how transformer-based models like GPT, BERT, and T5 work and compare their capabilities - Design prompts for various tasks using zero-shot, one-shot, and few-shot techniques - Apply advanced strategies such as Chain-of-Thought, Tree-of-Thought, and knowledge-grounded prompting - Identify and defend against prompt injection and adversarial threats - Evaluate AI outputs using metrics like BLEU, ROUGE, and human-AI collaboration strategies This course is ideal for developers, data scientists, content creators, and early-career AI practitioners aiming to build effective, safe, and scalable Generative AI solutions. No prior experience with LLMs is required, though a basic understanding of Python and machine learning concepts is helpful. Join us to master the essential techniques behind today’s most powerful AI tools—and shape the future with your prompts.

Навыки, которые вы освоите

Prompt EngineeringGenerative AIAI WorkflowsResponsible AIAI SecurityChatGPTModel EvaluationLarge Language ModelingModel DeploymentGenerative Model ArchitecturesArtificial IntelligencePrompt PatternsOpenAINatural Language Processing

Программа курса

4 модулей · 71 учебных материалов

01Generative AI Essentials27 материалов

Foundations of Generative AI

Specialization IntroductionВидеоCourse IntroductionВидеоCourse SyllabusЧтениеThe Rise of Generative AIВидео

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Edureka

Преподаватель курса

Generative AI and Prompt Engineering Essentials
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в новой вкладке

Обучение на Coursera

≈ 11.6 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Индонезийский, Испанский, Дари, Японский, Казахский, Венгерский

Часть программы вашего университета
Evolution and Key ApplicationsВидео
Model Types and CapabilitiesВидео
Generative AI: A Practical PerspectiveЧтение
Readiness Check: Generative AI DIALOGUE
Introduce YourselfОбсуждение
Practice Quiz: Foundations of Generative AIЗадание

Core Techniques Behind Generative AI

Popular Generative ArchitecturesВидеоCore Concepts in GenAI ModelingВидеоTransformer Models Deep DiveВидеоBERT, GPT, and T5ВидеоDemonstration: Visualizing Attention in Transformer ModelВидеоInterpretable Generative Models: Making the Black Box TransparentЧтениеPractice Quiz: Core Techniques Behind Generative AIЗадание

Building, Deploying, and Governing Generative AI

LLM Modeling LifecycleВидеоDevelopment and Evaluation LifecycleВидеоTools and Platforms for AutomationВидеоResponsible and Ethical GenAIВидеоDemonstration: Evaluating Text Generation with BLEU and ROUGEВидеоEvaluating Generative Models: BLEU and ROUGE in ActionЧтениеPractice Quiz: Building, Deploying, and Governing Generative AIЗадание

Module Wrap-Up and Assessment

Summary of Generative AI EssentialsЧтениеFrom Prompts to Possibilities: Knowledge Check-InDIALOGUEKnowledge Check: Generative AI EssentialsЗадание
02Prompt Engineering Essentials20 материалов

Foundations of Prompt Engineering

Introduction to Prompt EngineeringВидеоAnatomy of a PromptВидеоPrompting Types and Use CasesВидеоDeveloping a Customer Support Chatbot for E-CommerceЧтениеPractice Quiz: Foundations of Prompt EngineeringЗадание

Prompting Techniques in Practice

Prompting Techniques OverviewВидеоOne-Shot and Few-Shot PromptingВидеоUnderstanding Instruction TuningВидеоDemonstration: Crafting Zero-Shot, One-Shot, and Few-Shot PromptsВидеоLeveraging One-Shot and Few-Shot Prompting for Market Research and Competitive AnalysisЧтениеPractice Quiz: Prompting Techniques in PracticeЗадание

Optimizing and Evaluating Prompts

Prompt Testing and EvaluationВидеоPrompts for NLP TasksВидеоPrompt Variations and Design StrategiesВидеоDemonstration: Designing Creative Prompts for DIverse NLP TasksВидеоImproving a Business Intelligence (BI) Dashboard with Prompt Testing and OptimizationЧтениеPractice Quiz: Optimizing and Evaluating PromptsЗадание

Module Wrap-Up and Assessment

Summary of Prompt Engineering EssentialsЧтениеFrom Instructions to Impact: A Prompting Check-InDIALOGUEKnowledge Check: Prompt Engineering EssentialsЗадание
03Advanced Prompt Engineering19 материалов

Advanced Reasoning Strategies with Prompts

Real-World Prompting PitfallsВидеоChain-of-Thought PromptingВидеоTree-of-Thought PromptingВидеоDemonstration: Effective Prompt Design StrategiesВидеоPractice Quiz: Advanced Reasoning Strategies with PromptsЗаданиеAdvanced Reading: Tree-of-Thought (ToT) PromptingЧтение

Enhancing Prompt Accuracy and Context

Self-Consistency and Contextual ReasoningВидеоKnowledge-Based Prompting TechniquesВидеоReflective and Stepwise Thinking PromptsВидеоLeast-to-Most PromptingВидеоPractice Quiz: Enhancing Prompt Accuracy and ContextЗадание

Robustness, Safety & Automation in Prompting

Prompt Security: Adversarial ThreatsВидеоDefending Against Prompt InjectionВидеоPrompt Automation and OptimizationВидеоHuman-AI Collaboration and Prompt TestingВидеоPractice Quiz: Enhancing Prompt Accuracy and ContextЗадание

Module Wrap-Up and Assessment

Summary of Advanced Prompt EngineeringЧтениеFrom Reasoning to Robustness: An Advanced Prompting Check-InDIALOGUEKnowledge Check: Advanced Prompt EngineeringЗадание
04Course Wrap-Up and Assessment5 материалов

Course Wrap-up and Assessments

Course Summary: Generative AI and Prompt Engineering EssentialsВидеоThe Case of the Misleading AI Output: Can You Prompt Your Way to the Truth?DIALOGUEEnd Course Knowledge Check: Generative AI and Prompt Engineering EssentialsЗаданиеDesigning a Multilingual Virtual Assistant with Gen AI and Prompt EngineeringЗаданиеDescribe your Learning JourneyОбсуждение