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Advanced Data Analysis with Generative AI · LearnSpace
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Advanced Data Analysis with Generative AI

Курс от Microsoft
Средний≈ 18.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course delves into sophisticated analytical methods, including predictive modeling, time-series forecasting, and anomaly detection. You'll learn to harness the power of AI to uncover hidden patterns and trends in complex datasets. The course covers text data analysis, enabling you to extract valuable insights from unstructured data sources. Upon completion of this course, you'll be able to: - Perform predictive analysis using generative AI tools - Conduct time-series analysis and forecasting with AI assistance - Extract insights from text data using generative AI technologies - Identify and analyze anomalies and outliers in datasets using AI

Навыки, которые вы освоите

Generative AIModel EvaluationNatural Language ProcessingAnomaly DetectionData AnalysisModel TrainingPredictive AnalyticsGenerative Adversarial Networks (GANs)Predictive ModelingApplied Machine LearningStatistical Machine LearningMachine Learning MethodsTime Series Analysis and ForecastingUnstructured DataAdvanced AnalyticsLarge Language ModelingStatistical AnalysisGenerative Model ArchitecturesText MiningForecasting

Программа курса

5 модулей · 109 учебных материалов

01Data analysis fundamentals with GenAI26 материалов

The data analysis roadmap

Why GenAI Is Transforming the Data Analysis RoadmapDIALOGUEAdvanced data analysis with generative AI syllabusЧтениеA journey through the analysis processВидеоThe GenAI Tools for Data Analysis: A Practical GuideЧтение

Учитесь у экспертов

Microsoft

Преподаватель курса

Advanced Data Analysis with Generative AI
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 18.2 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Unlocking the Power of GenAI in Data Analysis: Your Intelligent AssistantВидео
GenAI-enhanced data analysis: A step-by-step guideЧтение
From mess to masterpiece: Data cleaning with GenAIВидео
AI-powered exploratory data analysis (EDA)Видео
Crafting your data analysis strategy with GenAIВидео
The data analysis roadmapЗадание

Choosing the right analytical approach with GenAI

The data analysis compass: Choosing your path with GenAIВидеоChoosing the right analytical approachВидеоAnalytical approaches in the real worldЧтениеChoosing the right analytical approach with GenAIЗадание

Streamlining documentation with Generative AI

The data analysis diary: GenAI as your notetakerВидеоDemo: Automated report generationВидеоBeyond the basics: Enhancing reports with AI-powered insightsВидеоThe future of data analysis documentationЧтениеProject: Creating your AI-powered data analysis reportЗаданиеStreamlining documentation with Generative AIЗадание

Differentiating data analysis techniques with AI assistance

The data analysis toolkit: GenAI as your expert guideВидеоGenAI technique matchmakerВидеоA deep dive into data analysis techniques with GenAIЧтениеDifferentiating data analysis techniques with AI assistanceЧтениеCommon data analysis techniques and when to use themЧтениеImplement techniques with GenAIЗадание
02Predictive Analysis with GenAI23 материалов

Foundations of predictive analysis and GenAI's role

Unveiling the power of predictive analysisВидеоUnderstanding the basics of predictive analysisВидеоThe AI forecaster: Predicting market trendsВидеоThe rise of generative AI in predictive analysisЧтениеKey applications of predictive analytics across industriesЧтениеPredictive power: Matching models to problemsЗадание

Identifying patterns and trends with GenAI

GenAI detectives: Uncovering hidden patterns in your dataВидеоPattern recognition with AIВидеоData storytelling with GenAIЧтениеIdentifying outliers in financial dataВидеоIdentifying patterns and trends with GenAIЗадание

Predicting with structured data

Demo: From numbers to insights: Unlocking the power of structured dataВидеоProcess and applications for predictive modelsВидеоMetrics for evaluating predictions built on structured dataВидеоStructured data: Advanced techniques with GenAIЧтениеEngineering for predictive modelingВидеоActivity: Building a sales forecasting modelЗадание

Understanding unstructured data

Beyond numbers: The world of unstructured data and neural networksВидеоDemo: Sentiment analysis and beyond with GenAIВидеоNeural networks in action: Real-world applications of unstructured data analysisЧтение Understanding the Role of GenAI in Predictive AnalysisDIALOGUEUsing Generative AI for Predictive AnalyticsЗадание
03Time-Series Analysis20 материалов

What is time-series data and how is it analyzed?

The time traveler's guide to data: Understanding time seriesВидеоTime-series analysis: Real-world applications and benefitsВидеоThe anatomy of time-series data: Components and characteristicsЧтениеThe Time Traveler's Toolkit: Essential Tools for Time-Series AnalysisЧтениеTime-series data and analysis with GenAIЗадание

Detecting seasonality, trends, and cycles with GenAI

GenAI time machine: Unlocking the secrets of the pastВидеоTime-series analysis with GenAI toolsВидеоAdvanced time-series decomposition with GenAI: Beyond the basicsЧтениеPatterns, trends, and structured dataЗадание

Forecasting future trends with GenAI

GenAI's time-traveling predictionsВидеоGenerating time-series forecasts with GenAIВидеоModel building with GenAI-generated codeВидеоEvaluating time-series forecastsЧтениеForecasting future trends with GenAIЗадание

GenAI code generation for time-series forecasting

Time-series forcasting: The GenAI advantageВидеоA guide to GenAI model selection for time seriesЧтениеCode-free forecasting: Building time-series models with AIВидео Understanding Seasonality, Trends, and Cycles with GenAI DIALOGUEActivity: Build and compare time-series modelsЗаданиеReflections on GenAI for time-series forecastingОбсуждение
04Text Data Analysis17 материалов

Foundations of NLP and GenAI's role

NLP 101: A beginner's guide to understanding text dataВидеоGenerative AI and NLP: A powerful partnershipЧтениеChoosing the right tool for the jobВидеоFoundations of NLP and GenAI's roleЗадание

Extracting insights from unstructured text data

GenAI's textual treasure hunt: Uncovering hidden insightsВидеоDemo: Text mining with GenAI: A hands-on tutorialВидеоCase studies: GenAI transforming text analysisЧтениеExtracting insights from unstructured text dataЗадание

Generating content with GenAI

Content creation with GenAI: Possibilities and best practicesВидеоFrom draft to masterpiece: The art of refining GenAI-generated textЧтениеThe Power of Personalization: Using GenAI to Tailor Content for Your AudienceЧтениеGenerating content with GenAIЗадание

Fine Tuning GenAI models for specific NLP tasks

Fine-tuning GenAI models for text analysisВидеоThe rise of custom NLP models: Real-world applicationsЧтениеProject: Text data analysis with GenAIЗаданиеFine Tuning GenAI models for specific NLP tasksЗаданиеGenerating and Evaluating AI-Produced ContentDIALOGUE
05Anomalies and Outliers Detection23 материалов

Advanced anomaly and outlier detection with Generative AI

From data chaos to clarity: Advanced anomaly detectionВидеоBeyond the obvious: Discovering complex anomalies and outliersВидеоUnveiling the impact: Anomaly and outlier detection in the real worldЧтениеAdvanced anomaly and outlier detection with Generative AIЗадание

Techniques for anomaly and outlier detection

Generative AI and anomaly detectionЧтениеThe Role of Generative AI in Fraud Detection and PreventionВидеоDemo: Anomaly detection with Scikit-learnВидеоStatistical and machine learning approaches to anomaly detectionЧтениеTechniques for anomaly and outlier detectionЗадание

Using GenAI for anomaly and outlier detection

Practical applications of GenAI for anomaly detectionВидеоThe Benefits of GenAI for Anomaly and outlier detectionЧтениеAnomaly detection with AI toolsВидеоThe benefits of GenAI for anomaly detection: Improved accuracy, flexibility, and capabilityЧтениеAI-Powered quality control: Detecting defects in manufacturing dataВидеоActivity: Anomaly hunting with GenAIЗадание

Assessing the impact of anomalies and outliers

The ripple effect: How anomalies impact your dataВидеоWhat to do with anomalies: Remediation strategiesВидеоHandling Outliers in Data: A Guide for Data AnalystsЧтениеThe ethics of anomaly detection: Balancing privacy and securityЧтениеAnomaly and outlier detection with GenAIЗаданиеUnderstanding Anomaly and Outlier Detection in Data AnalysisDIALOGUE
Predicting with structured dataЗадание
Using GenAI for anomaly and outlier detectionЗадание
Hands-on Activity: Advising a Client on Anomaly Detection Strategy DIALOGUE