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The Complete Guide to Data Preparation for Analysis · LearnSpace
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The Complete Guide to Data Preparation for Analysis

Курс от Packt
Средний≈ 11 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 comprehensive course, you'll dive into essential frameworks and techniques for data preparation, exploring everything from data collection to cleaning. You’ll discover how to apply frameworks for mobile, web, and real-time data streaming, as well as cloud-based systems to collect and analyze data efficiently. The course offers in-depth exploration into survey design and data standardization, ensuring that you understand both the theory and practical applications of these concepts. The journey through this course begins with foundational knowledge, advancing through frameworks for collecting and standardizing data. You'll also work on hands-on projects that involve creating survey questions, administering surveys, and applying various cleaning techniques to real-world datasets. As you progress, the course builds on each module to ensure a smooth and comprehensive learning experience. This course is ideal for data professionals, analysts, or anyone involved in data analysis and preparation. A background in data science or information technology would be helpful but is not mandatory. The course is designed to be approachable while still providing deep, advanced insights into data preparation. By the end of the course, you will be able to effectively collect, standardize, clean, and prepare data for analysis using various frameworks and tools, ensuring the highest data quality and integrity.

Навыки, которые вы освоите

Data CollectionData QualityData CleansingData TransformationChatGPTData WranglingSurvey CreationData IntegritySurveysCloud TechnologiesReal Time DataStatistical AnalysisData Preprocessing

Программа курса

14 модулей · 96 учебных материалов

01Part 1 - Introduction - Data Collection Frameworks for Data Professionals2 материалов

Part 1 - Introduction - Data Collection Frameworks for Data Professionals

IntroductionВидеоWhere and Why We Need Data CollectionВидео
02Types and Frameworks of Data Collection9 материалов

Types and Frameworks of Data Collection

Types of Data CollectionВидеоMobile and Web Analytics Framework

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Packt - Course Instructors

Преподаватель курса

The Complete Guide to Data Preparation for Analysis
В каталоге вашей программы

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11 ч

14 модулей

Язык: Английский

Часть программы вашего университета
Видео
User Engagement Analytics FrameworksВидео
Centralized Logging FrameworksВидео
Real-Time Data Streaming FrameworksВидео
Cloud-Based Data Collection FrameworksВидео
Observability FrameworksВидео
Types of Data Collection and Analytics FrameworksDIALOGUE
Types and Frameworks of Data Collection - AssessmentЗадание
03Business Context and Tools for Data Collection4 материалов

Business Context and Tools for Data Collection

Business Evolution and Frameworks at Different Stages of the BusinessВидеоTools for Data Collection FrameworksВидеоData Collection Frameworks in the Evolving Pizza ShopDIALOGUEBusiness Context and Tools for Data Collection - AssessmentЗадание
04Part 2 - Introduction Survey Design Beginner to Pro - Framework and ChatGPT7 материалов

Part 2 - Introduction Survey Design Beginner to Pro - Framework and ChatGPT

IntroductionВидеоWhere Surveys Are UsedВидеоImpact of a Survey - McDonald ExampleВидеоTypes of SurveysВидеоComponents of a SurveyВидеоDesigning Effective Surveys: Concepts and Real ExamplesDIALOGUEPart 2 - Introduction Survey Design Beginner to Pro - Framework and ChatGPT - AssessmentЗадание
05Introduction to the Survey Project4 материалов

Introduction to the Survey Project

Introduction to the ProjectВидеоBackground Information and Defining ObjectivesВидеоApplying the SMART Framework to a School Ice Cream SurveyDIALOGUEIntroduction to the Survey Project - AssessmentЗадание
06Creating Survey Questions11 материалов

Creating Survey Questions

Section IntroductionВидеоThinking Themes – Key ThemesВидеоBrainstorming QuestionsВидеоPrioritizing QuestionsВидеоQuestion TypesВидеоCrafting Clear QuestionsВидеоAvoid Double-Barreled QuestionsВидеоConsider Response OptionsВидеоNeutral Language Question Flow and SensitivityВидеоDesigning Effective Survey QuestionsDIALOGUECreating Survey Questions - AssessmentЗадание
07Creating Questionnaire with ChatGPT4 материалов

Creating Questionnaire with ChatGPT

Forming Questions and Fine-Tuning the QuestionsВидеоCreating the Questionnaire in Google Forms and Creating OptionsВидеоDesigning Survey Questions and Answer Options for a School Ice Cream SurveyDIALOGUECreating Questionnaire with ChatGPT - AssessmentЗадание
08Survey Administration6 материалов

Survey Administration

Logical BranchingВидеоPiloting and Administrative ModesВидеоAdministrative MethodsВидеоConclusionВидеоDesigning Surveys with Logical Branching and Administration MethodsDIALOGUESurvey Administration - AssessmentЗадание
09Part 3 - Introduction - Data Standardization Frameworks5 материалов

Part 3 - Introduction - Data Standardization Frameworks

Introduction to the Data Standardization CourseВидеоImpact of Data StandardizationВидеоAspects of Data StandardizationВидеоExploring Data Standardization in PracticeDIALOGUEPart 3 - Introduction - Data Standardization Frameworks - AssessmentЗадание
10Data Standardization Frameworks10 материалов

Data Standardization Frameworks

Frameworks of Data StandardizationВидеоData WranglingВидеоData StandardizationВидеоData OrchestrationВидеоData BlendingВидеоData CleaningВидеоData TransformationВидеоData Integration and Data EnrichmentВидеоUnderstanding Data Standardization FrameworksDIALOGUEData Standardization Frameworks - AssessmentЗадание
11Industry Standards and Its Frameworks5 материалов

Industry Standards and Its Frameworks

Types of Data Standardization and General Data StandardsВидеоDemo of Data Standardization for General Data Standardization FrameworksВидеоDemo of Complex Data StandardizationВидеоApplying General Data Standardization in a Pizza Orders DatasetDIALOGUEIndustry Standards and Its Frameworks - AssessmentЗадание
12Part 4 - Introduction - Data Cleaning Frameworks and Techniques - Data Professionals4 материалов

Part 4 - Introduction - Data Cleaning Frameworks and Techniques - Data Professionals

Introduction to Data Cleaning and How Significant It IsВидеоWhat Is Data CleaningВидеоUnderstanding Data Cleaning and Its Business ImpactDIALOGUEPart 4 - Introduction - Data Cleaning Frameworks and Techniques - Data Professionals - AssessmentЗадание
13Key Aspects of Data Cleaning7 материалов

Key Aspects of Data Cleaning

Key Aspects of Data CleaningВидеоData ProfilingВидеоMethods of Data CleaningВидеоImpact of Data CleaningВидеоWhere Data Cleaning Is UsedВидеоFundamentals of Data Cleaning in PracticeDIALOGUEKey Aspects of Data Cleaning - AssessmentЗадание
14Techniques of Data Cleaning18 материалов

Techniques of Data Cleaning

Techniques of Data CleaningВидеоHandling Missing ValuesВидеоExamples of Handling Missing ValuesВидеоData Deduplication and Identifying Duplicate InformationВидеоData Deduplication - Comparison MethodsВидеоDuplicate DetectionВидеоData Deduplication ConclusionВидеоOutlier Identification and TreatmentВидеоExample of Outlier Identification and TreatmentВидеоData Normalization and Data StandardizationВидеоData Formatting and Data ParsingВидеоInconsistent Data HandlingВидеоError Correction and ValidationВидеоData TransformationВидеоFeature EngineeringВидеоHandling Imbalanced DataВидеоFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание