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Generate Insights with LLMs

Курс от Coursera
Средний≈ 4.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Transform your data into strategic business intelligence with the power of large language models. This Short Course was created to help data analysts accomplish automated insight generation from complex datasets. By completing this course, you'll master practical LLM applications that turn raw data into compelling executive narratives, build automated reporting pipelines, and optimize model performance for real-world business scenarios. By the end of this course, you will be able to: Generate executive-ready briefs using tuned LLM prompts with measurable quality scores Build end-to-end data-to-text automation pipelines combining SQL, Python, and LLM APIs Fine-tune small language models and evaluate performance improvements through human assessment Conduct cost-benefit analysis comparing open-source and commercial LLM solutions This course is unique because it bridges the gap between technical LLM capabilities and practical business applications, focusing on measurable outcomes and real-world implementation challenges. To be successful in this project, you should have a background in Python programming, SQL queries, and basic understanding of API integrations.

Навыки, которые вы освоите

LLM ApplicationLarge Language ModelingCost Benefit AnalysisFine-tuningGenerative AIModel EvaluationQuality AssessmentBusiness ReportingPerformance AnalysisPrompt PatternsBusiness IntelligenceModel OptimizationModel TrainingData PipelinesKey Performance Indicators (KPIs)Prompt Engineering

Программа курса

4 модулей · 27 учебных материалов

01Module 1: Executive Brief Generation - Foundation6 материалов
Why Executive Brief Automation Matters for Data AnalystsDIALOGUELLM-Powered Executive Brief Generation: Foundations and Quality MetricsЧтениеBuilding Effective Prompts for Executive Brief GenerationВидеоDemonstrating LLM Brief Generation with OpenAI APIВидео

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Professionals in the Industry

Преподаватель курса

Generate Insights with LLMs
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 4.1 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Build Your First LLM Executive Brief GeneratorЗадание
Executive Brief Generation AssessmentЗадание
02Module 2: Data-to-Text Pipelines - Core Application7 материалов
The Power of Automated Data StorytellingВидеоArchitecture and Components of Data-to-Text PipelinesЧтениеSQL to Python to LLM: Pipeline Component IntegrationВидеоBuilding Your First Data-to-Text PipelineВидеоOptimizing Pipeline Performance and ReliabilityDIALOGUEBuilding Production-Ready Sales Intelligence PipelineЛабораторнаяData-to-Text Pipeline AssessmentЗадание
03Module 3: LLM Fine-tuning & Evaluation - Integration7 материалов
Strategic Value of Domain-Specific LLM Fine-tuningDIALOGUEFine-tuning Methodologies and Human Evaluation FrameworksЧтениеHuman Evaluation Methodologies for LLM Fine-tuning AssessmentВидеоPodcast: From Generic to Domain-Specific: LLM Customization Success StoriesЧтениеFine-tuning a Small LLM on Company FAQ DataВидеоDesign and Execute LLM Fine-tuning Evaluation StudyЗаданиеLLM Fine-tuning and Evaluation AssessmentЗадание
04Module 4: Cost-Performance Analysis - Assessment7 материалов
Strategic Economics of LLM Selection for Business ApplicationsDIALOGUEComprehensive Framework for LLM Cost-Performance EvaluationЧтениеMeasuring and Analyzing LLM Performance for Business DecisionsВидеоBuilding Cost-Performance Analysis Models for LLM SelectionВидеоStrategic LLM Selection Analysis for Business ApplicationsЗаданиеCost-Performance Analysis AssessmentЗаданиеGenerate Insights with LLMs - Course AssessmentЗадание