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Foundations of Data Science and Statistical Methods · LearnSpace
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Foundations of Data Science and Statistical Methods

Курс от John Wiley & Sons
Начальный≈ 7.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will gain a comprehensive understanding of data science and its key statistical methods. Data science plays a crucial role in making data-driven decisions in today's business, technology, and research environments. You will develop essential skills such as data exploration, collection, and statistical analysis, helping you draw meaningful insights from datasets. By applying these skills, you will be well-equipped to handle complex data challenges in real-world scenarios. This course combines theoretical concepts with practical applications to ensure learners are prepared for hands-on data analysis tasks. Through practical exercises, you'll be able to apply these methods to solve real-world data problems effectively. Ideal for individuals new to the field, this course will benefit aspiring data scientists, analysts, and anyone interested in understanding the power of data. No prior experience is required, making it accessible to those starting their data science journey. This course is part one of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization. From CompTIA DataX Study Guide Copyright © 2024 by John Wiley & Sons, Inc. All rights, including for text and data mining, AI training, and similar technologies, are reserved. Used by arrangement with John Wiley & Sons, Inc.

Навыки, которые вы освоите

Exploratory Data AnalysisStatistical Machine LearningData-Driven Decision-MakingStatistical AnalysisMachine LearningData PipelinesData CollectionData StorageData ManagementStatistical MethodsStatisticsProbability & StatisticsData QualityLinear AlgebraData AnalysisProbability DistributionData Science

Программа курса

4 модулей · 41 учебных материалов

01What Is Data Science?8 материалов

Lesson 1

What Is Data Science? - Overview VideoВидеоIntroductionЧтениеOther Specialized ApproachesЧтениеSignal ProcessingЧтение

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Wiley Skills Network

Преподаватель курса

Foundations of Data Science and Statistical Methods
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Обучение на Coursera

≈ 7.6 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Data UnderstandingЧтение
Common Tools and TechniquesЧтение
Exam EssentialsЧтение
Understanding Core Data Science PrinciplesЗадание
02Mathematics and Statistical Methods13 материалов

Lesson 1

Mathematics and Statistical Methods - Overview VideoВидеоIntroductionЧтениеThe Chain RuleЧтениеProbability DistributionsЧтениеSkewness and KurtosisЧтениеInferential StatisticsЧтениеHypothesis TestingЧтениеPaired-Samples T-TestЧтениеReal World Scenario: Investigating Diet PreferencesЧтениеVector OperationsЧтениеMatrix OperationsЧтениеExam EssentialsЧтениеFoundations of Mathematics and StatisticsЗадание
03Data Collection and Storage10 материалов

Lesson 1

Data Collection and Storage - Overview VideoВидеоIntroductionЧтениеReal World ScenarioЧтениеSynthetic DataЧтениеCommon Licensing TypesЧтениеLoadЧтениеHDF5ЧтениеCompressed FormatsЧтениеSummaryЧтениеData Handling and Management FundamentalsЗадание
04Data Exploration and Analysis10 материалов

Lesson 1

Data Exploration and Analysis - Overview VideoВидеоIntroductionЧтениеHistogramЧтениеBar ChartЧтениеViolin PlotЧтениеPrincipal Component AnalysisЧтениеNonstationarityЧтениеSparse DataЧтениеExam EssentialsЧтениеData Exploration and Analysis FundamentalsЗадание