К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Foundations of AI Native Data Engineering · LearnSpace
Назад в каталог
courseraАнализ данных

Foundations of AI Native Data Engineering

Курс от IBM
Средний≈ 19.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course introduces the foundational shift from traditional data engineering to AI-native data engineering. Learners reframe data platforms and pipelines as intelligent, production-grade assets that power analytics, machine learning, generative AI systems, semantic search, RAG workflows, and AI-powered assistants. This course explains how AI workloads consume data differently, introduces embeddings and vector retrieval as core primitives, demystifies LLMs as technical systems, and helps learners connect familiar data engineering skills to modern AI data lifecycles and AI-native architectures. The updated Course 1 design also emphasizes that production AI-native systems require ownership boundaries and collaboration across data engineering, ML/AI engineering, application engineering, platform engineering, security/governance, and product teams. By the end of the course, learners understand how modern AI systems are built end to end, how data engineering enables them, and how to redesign legacy pipelines to support semantic search, RAG, and AI-powered workflows.

Навыки, которые вы освоите

Metadata ManagementInfrastructure Architecture

Программа курса

9 модулей · 99 учебных материалов

01Welcome to the Course3 материалов

Course Introduction

Welcome VideoВидеоCourse OverviewPLUGINGeneral InformationPLUGIN
02 Introduction to AI-Native Data Engineering17 материалов

AI-Native Data Engineering: Role Shift and Use Cases

Учитесь у экспертов

Antonio Cangiano

Engineering Manager and AI Specialist

Ruslan Podgaets

Преподаватель курса

Foundations of AI Native Data Engineering
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 19.5 ч

9 модулей

Язык: Английский

Часть программы вашего университета
What Is AI-Native Data Engineering?Видео
Role of AI-Native Data EngineersВидео
The AI-Native Paradigm Shift: From Traditional ETL to AI WorkloadsPLUGIN
Roadmap to Getting Started in AI Data EngineeringPLUGIN
AI-Native Use CasesВидео
Lab - Legacy Pipeline to AI-Native RedesignВнешний инструмент
Practice Quiz — AI-Native Data Engineering: Role Shift and Use CasesЗадание

AI-Native Architecture and Pipeline Evolution

Overview of AI-Native Data ArchitectureВидеоAI-Native Data Stack Reference GuidePLUGINData Pipeline Evolution from ETL to AI-Native PipelinesВидеоLab - AI Workload Readiness AssessmentВнешний инструментPractice Quiz — AI-Native Architecture and Pipeline EvolutionЗадание

Requirements Mapping, Ownership, and Assessment

Ownership Boundaries and Governance Starter ChecklistPLUGINPractice Quiz — Requirements Mapping, Ownership, and AssessmentЗадание

Case Study

Case Study - Northstar Copilot Before Black FridayPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
03AI Fundamentals and Stack Components for Data Engineers15 материалов

Core AI Concepts and Shared Vocabulary

AI, ML, GenAI, and LLMs for Data EngineersВидеоAI System Vocabulary Guide for Data EngineersPLUGINLab - Embedding Model Comparison with PCA or t-SNEВнешний инструментPractice Quiz — Core AI Concepts and Shared VocabularyЗадание

Embeddings, Vector Databases, and Similarity Search

Embeddings for Data EngineersВидеоEmbeddings and Vector Search ReferencePLUGINVector Databases and Similarity SearchВидеоLab - Keyword Search to Vector Search MigrationВнешний инструментPractice Quiz — Embeddings, Vector Databases, and Similarity SearchЗадание

RAG and AI Stack Component Mapping

RAG and AI Stack ComponentsВидеоData Preparation, Model Inputs, and Serving Interfaces for AI SystemsPLUGINPractice Quiz — RAG and AI Stack Component MappingЗадание

Case Study

Case Study — Northstar Copilot Before Open EnrollmentPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
04 The AI Data Lifecycle and the Role of AI Data Engineers15 материалов

Mapping the AI Data Lifecycle

AI Data Lifecycle OverviewВидеоData Pipelines for AI WorkloadsВидеоFeature Engineering for Data EngineersPLUGINLab - Enterprise AI Data Lifecycle MappingВнешний инструментPractice Quiz — Mapping the AI Data LifecycleЗадание

Drift, Risk, and Governance Controls

Drift MonitoringВидеоAI Data Risks, Leakage, and Governance ControlsPLUGINLab - Embedding Drift Detection Over TimeВнешний инструментPractice Quiz — Drift, Risk, and Governance ControlsЗадание

Explainability, Ownership, and Assessment

Governance and ExplainabilityВидеоMonitoring Signals and Ownership Boundaries for AI Data SystemsPLUGINPractice Quiz — Explainability, Ownership, and AssessmentЗадание

Case Study

Case Study — Northstar Claims Assistant RedesignPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
05LLMs for Data Engineers: Prompting, Hosting, Fine-Tuning, and Scale15 материалов

LLM Fundamentals, Tokens, and Prompting

LLM Fundamentals for Data EngineersВидеоPrompting, Tokens, and Context WindowsВидеоPrompting Basics for Data EngineersPLUGINLab - Prompting for SQL GenerationВнешний инструментPractice Quiz — LLM Fundamentals, Tokens, and PromptingЗадание

Hosting, Deployment, and Enterprise Integration

LLM Hosting Options and Deployment PatternsВидеоLLM Deployment Patterns and Data Architecture ImplicationsPLUGINLab - Hosting Trade-off Analysis for LLM SystemsВнешний инструментPractice Quiz — Hosting, Deployment, and Enterprise IntegrationЗадание

Fine-Tuning, RAG, Cost, Scale, and Module Assessment

Fine-Tuning, RAG, Cost, and ScaleВидеоChoosing Between Prompting, RAG, and Fine-TuningPLUGINPractice Quiz — Fine-Tuning, RAG, Cost, Scale, and Module AssessmentЗадание

Case Study

Case Study — Northstar Picks RAG Before LaunchPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
06 RAG Pipelines: Design, Implementation, Failure Diagnosis, and Fine-Tuning Tradeoffs15 материалов

RAG Architecture and Retrieval Foundations

RAG Architecture End to EndВидеоRetrieval and Prompt AssemblyВидеоChunking, Embeddings, and Metadata for RAGPLUGINLab - Build a Minimal RAG PipelineВнешний инструментPractice Quiz — RAG Architecture and Retrieval FoundationsЗадание

Failure Diagnosis and RAG vs Fine-Tuning Decisions

RAG Failure Modes and TroubleshootingВидеоRAG vs Fine-Tuning Decision GuidePLUGINLab - Retrieval Failure and Chunking AnalysisВнешний инструментPractice Quiz — Failure Diagnosis and RAG vs Fine-Tuning DecisionsЗадание

Evaluation, Governance, and Module Assessment

Evaluating RAG PipelinesВидеоSource Attribution, Governance, and Evaluation Signals for RAGPLUGINPractice Quiz — Evaluation, Governance, and Module AssessmentЗадание

Case Study

Case Study — Stopping Hallucinations at PartsDesk AssistPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
07 Build a Semantic Search Engine with AI-Native Data Architecture13 материалов

Define the Semantic Search System

Semantic Search ArchitectureВидеоCorpus and Metadata PreparationВидеоFinal Project Requirements and Submission CriteriaPLUGINPractice Quiz — Define the Semantic Search SystemЗадание

Build the Retrieval Workflow and Validate Quality

Embedding and Retrieval WorkflowВидеоSemantic Search Quality ChecklistPLUGINPractice Quiz — Build the Retrieval Workflow and Validate QualityЗадание

Complete the Final Project and Assessment

Final Project WalkthroughВидеоGoverned Semantic Search Operations and Handoff GuidePLUGINPractice Quiz — Complete the Final Project and AssessmentЗадание

Case Study

Case Study — Northstar Search Before Open EnrollmentPLUGINCase Study QuizЗадание

Module Quiz

Quiz QuestionsЗадание
08Course Summary3 материалов

Course Wrap-Up and Next Steps

Portfolio Readiness and Next-Course Action PlanPLUGINWrap upВидеоCreditsPLUGIN
09Final Exam3 материалов

Case Study

Northstar Benefits Assistant RedesignPLUGINCase Study QuizЗадание

Assessment

Quiz QuestionsЗадание