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Generative AI Foundations for Absolute Beginners · LearnSpace
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Generative AI Foundations for Absolute Beginners

Курс от Packt
Начальный≈ 7.8 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. Generative AI is transforming how content is created, and this course offers a comprehensive introduction to this cutting-edge technology. You'll gain a foundational understanding of AI, machine learning, deep learning, and how Generative AI is applied in diverse fields such as text, image, and video generation. As you progress, you will dive into the technical foundations, including neural networks, large language models (LLMs), and self-supervised learning. The course progresses step-by-step, with a focus on practical knowledge and real-time applications, helping you not only understand concepts but also gain hands-on experience. This course is suitable for beginners with no prior technical knowledge in AI. It walks you through the basics, from machine learning to deep learning and the workings of Generative AI. Each section of the course builds upon the previous one, ensuring a smooth learning experience. You’ll also explore the limitations and ethical considerations of using AI, preparing you for a balanced perspective in the field. The course is designed for those curious about the potential and limitations of Generative AI in both creative and professional contexts. By the end of the course, you will be able to understand core AI concepts, apply machine learning techniques, work with Generative AI models, and implement them across various creative use cases, including text and image generation.

Навыки, которые вы освоите

Generative AIDeep LearningPrompt EngineeringMachine LearningResponsible AIArtificial Neural NetworksLarge Language ModelingModel TrainingAI literacyMachine Learning MethodsArtificial IntelligenceData EthicsLLM Application

Программа курса

7 модулей · 66 учебных материалов

01Getting Started2 материалов

Getting Started

Welcome!ВидеоFull Course ResourcesЧтение
02Let's Build the AI Puzzle8 материалов

Let's Build the AI Puzzle

IntroductionВидео

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Generative AI Foundations for Absolute Beginners
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 7.8 ч

7 модулей

Язык: Английский

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

Часть программы вашего университета
Artificial Intelligence (AI)Видео
Machine Learning (ML)Видео
Deep Learning (DL)Видео
Generative AI (Gen AI)Видео
SummaryВидео
Exploring the AI Landscape: From AI to Generative AIDIALOGUE
Let's Build the AI Puzzle - AssessmentЗадание
03Soft Introduction to Machine Learning11 материалов

Soft Introduction to Machine Learning

IntroductionВидеоThe ML Box (I/O)ВидеоTypical ML TasksВидеоTraining PhaseВидеоY = F(X) - OMG!ВидеоData TypesВидеоFeaturesВидеоPlease Call the Supervisor!ВидеоSummaryВидеоUnderstanding the Machine Learning Box: Inputs, Outputs, and Core ConceptsDIALOGUESoft Introduction to Machine Learning - AssessmentЗадание
04The Magic Behind Generative AI14 материалов

The Magic Behind Generative AI

IntroductionВидеоArtificial Neural NetworksВидеоDeep Learning ArchitecturesВидеоFoundation ModelsВидеоLarge Language Models (LLMs)ВидеоModel TypesВидеоPrompt and TokensВидеоTotal Tokens and Context WindowВидеоNext Token Please!ВидеоSelf-Supervised LearningВидеоImproving and Adapting LLMsВидеоSummaryВидеоExploring Generative AI: Key Concepts and ComponentsDIALOGUEThe Magic Behind Generative AI - AssessmentЗадание
05Key Challenges and Limitations12 материалов

Key Challenges and Limitations

IntroductionВидеоPrompt SensitivityВидеоKnowledge CutoffВидеоIt is not DeterministicВидеоStructured DataВидеоHallucinationsВидеоLack of Common SenseВидеоBias and FairnessВидеоData Privacy, Security, and MisuseВидеоSummaryВидеоIdentifying and Managing Generative AI LimitationsDIALOGUEKey Challenges and Limitations - AssessmentЗадание
06Unleash the Power of Generative AI14 материалов

Unleash the Power of Generative AI

IntroductionВидеоText-Image-Video-Audio GenerationВидеоWeb-Based vs Application-Based (APIs)ВидеоUse Case - Brainstorm AssistantВидеоUse Case - SummarizationВидеоUse Case – Text EnhancementВидеоUse Case - Code GenerationВидеоUse Case – Content as a FrameworkВидеоUse Case – Images on DemandВидеоUse Case – Boosting AI-Based AppsВидеоBest Practices for PromptsВидеоSummaryВидеоPrompt Engineering and Business Use Cases for Generative AIDIALOGUEUnleash the Power of Generative AI - AssessmentЗадание
07Course Summary5 материалов

Course Summary

Let's RecapВидеоThank You!ВидеоCourse Summary - AssessmentЗаданиеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание