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Machine Learning for Absolute Beginners - Level 1 · LearnSpace
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Machine Learning for Absolute Beginners - Level 1

Курс от Packt
Начальный≈ 8.9 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. In this beginner-friendly course, you'll embark on a structured journey through the exciting world of Machine Learning (ML). Starting with foundational concepts such as the rise of Artificial Intelligence (AI) and its real-world applications, you will explore essential ML terminology and techniques. The course provides a solid understanding of various machine learning models and their functions, including supervised learning, unsupervised learning, reinforcement learning, and classification. As you move forward, you’ll dive into the magic behind generative AI, examining artificial neural networks, deep learning, and large language models (LLMs). You’ll also get a closer look at how generative AI is transforming industries by creating text, images, and even code. Throughout the course, you will engage with practical examples and use cases, learning how AI can be applied to real-world scenarios such as brainstorming, summarization, and code generation. The course also highlights key challenges and limitations of AI, such as bias, hallucinations, and data privacy concerns, ensuring that you gain a well-rounded understanding of both the potential and the limitations of AI technologies. This course is ideal for those starting their journey in Machine Learning and AI, with no prior experience required. It is especially useful for anyone interested in how generative AI can be applied across various fields. With its hands-on approach and clear explanations, the course gradually introduces you to the exciting and ever-evolving world of AI. By the end of the course, you will be able to understand fundamental machine learning concepts, implement basic ML models, navigate AI challenges, and apply generative AI in creative ways.

Навыки, которые вы освоите

Machine LearningGenerative AIAI SecurityModel TrainingArtificial IntelligenceAI powered creativityDeep LearningMachine Learning MethodsLarge Language ModelingArtificial Neural NetworksAI literacySupervised LearningUnsupervised LearningLLM ApplicationData EthicsResponsible AIArtificial Intelligence and Machine Learning (AI/ML)Generative Model ArchitecturesApplied Machine LearningMachine Learning Algorithms

Программа курса

8 модулей · 72 учебных материалов

01Getting Started with Level 1!2 материалов

Getting Started with Level 1!

Welcome!ВидеоFull Course ResourcesЧтение
02The Rise of Artificial Intelligence9 материалов

The Rise of Artificial Intelligence

Artificial Intelligence (AI) - The FutureВидео

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Machine Learning for Absolute Beginners - Level 1
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 8.9 ч

8 модулей

Язык: Английский

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

Часть программы вашего университета
Artificial IntelligenceВидео
Classical ProgrammingВидео
Machine LearningВидео
Deep LearningВидео
Applied vs. Generalized Artificial Intelligence (AI)Видео
Why Do We Need AI Today?Видео
Understanding AI, Machine Learning, and Deep LearningDIALOGUE
The Rise of Artificial Intelligence - AssessmentЗадание
03Introduction to Machine Learning7 материалов

Introduction to Machine Learning

Machine Learning (ML) TerminologyВидеоThe Black Box MetaphorВидеоFeatures and LabelsВидеоTraining a ModelВидеоAiming for GeneralizationВидеоUnderstanding Core Machine Learning ConceptsDIALOGUEIntroduction to Machine Learning - AssessmentЗадание
04Classification of Machine Learning (ML) Systems11 материалов

Classification of Machine Learning (ML) Systems

The Degree of SupervisionВидеоSupervised LearningВидеоClassificationВидеоRegressionВидеоUnsupervised LearningВидеоClusteringВидеоDimension ReductionВидеоReinforcement LearningВидеоDecision-Making AgentВидеоUnderstanding Types of Machine LearningDIALOGUEClassification of Machine Learning (ML) Systems - AssessmentЗадание
05The 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 LLMsВидеоSummaryВидеоUnderstanding Large Language Models (LLMs) and TokensDIALOGUEThe Magic Behind Generative AI - AssessmentЗадание
06Key Challenges and Limitations12 материалов

Key Challenges and Limitations

IntroductionВидеоPrompt SensitivityВидеоKnowledge CutoffВидеоIt is not DeterministicВидеоStructured DataВидеоHallucinationsВидеоLack of Common SenseВидеоBias and FairnessВидеоData Privacy, Security, and MisuseВидеоSummaryВидеоUnderstanding Challenges and Limitations of Generative AIDIALOGUEKey Challenges and Limitations - AssessmentЗадание
07Unleash 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 PromptsВидеоSummaryВидеоUnderstanding and Applying Generative AI ConceptsDIALOGUEUnleash the Power of Generative AI - AssessmentЗадание
08Course Summary3 материалов

Course Summary

Let's Recap and Thank You!ВидеоFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание