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
Data Science Math Skills · LearnSpace
Назад в каталог
courseraМатематика

Data Science Math Skills

Курс от Duke University
Начальный≈ 13.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Data science courses contain math—no avoiding that! This course is designed to teach learners the basic math you will need in order to be successful in almost any data science math course and was created for learners who have basic math skills but may not have taken algebra or pre-calculus. Data Science Math Skills introduces the core math that data science is built upon, with no extra complexity, introducing unfamiliar ideas and math symbols one-at-a-time. Learners who complete this course will master the vocabulary, notation, concepts, and algebra rules that all data scientists must know before moving on to more advanced material. Topics include: ~Set theory, including Venn diagrams ~Properties of the real number line ~Interval notation and algebra with inequalities ~Uses for summation and Sigma notation ~Math on the Cartesian (x,y) plane, slope and distance formulas ~Graphing and describing functions and their inverses on the x-y plane, ~The concept of instantaneous rate of change and tangent lines to a curve ~Exponents, logarithms, and the natural log function. ~Probability theory, including Bayes’ theorem. While this course is intended as a general introduction to the math skills needed for data science, it can be considered a prerequisite for learners interested in the course, "Mastering Data Analysis in Excel," which is part of the Excel to MySQL Data Science Specialization. Learners who master Data Science Math Skills will be fully prepared for success with the more advanced math concepts introduced in "Mastering Data Analysis in Excel." Good luck and we hope you enjoy the course!

Навыки, которые вы освоите

GraphingCalculusGeneral MathematicsProbabilityDerivativesBayesian StatisticsData ScienceAlgebraApplied Mathematics

Программа курса

4 модулей · 65 учебных материалов

01Building Blocks for Problem Solving22 материалов

Introduction to Data Science Math Skills

Welcome to Data Science Math SkillsВидеоCourse InformationЧтениеWeekly feedback surveysЧтениеReport a Problem with the CourseЧтение

Sets and What They're Good For

Учитесь у экспертов

Daniel Egger

Executive in Residence and Director, Center for Quantitative Modeling

Paul Bendich

Assistant research professor of Mathematics; Associate Director for Curricular Engagement at the Information Initiative at Duke

Data Science Math Skills
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

≈ 13.3 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
A note about the video lectures in this lessonЧтение
Sets - Basics and VocabularyВидео
Sets - Medical Testing ExampleВидео
Sets - Venn DiagramsВидео
Practice quiz on SetsЗадание

The Infinite World of Real Numbers

A note about the video lectures in this lessonЧтениеNumbers - The Real Number LineВидеоNumbers - Less-than and Greater-thanВидеоNumbers - Algebra With InequalitiesВидеоNumbers - Intervals and Interval NotationВидеоPractice quiz on the Number Line, including InequalitiesЗадание

That Jagged S Symbol

A note about the video lectures in this lessonЧтениеSigma Notation - Introduction to SummationВидеоSigma Notation - Simplification RulesВидеоSigma Notation - Mean and VarianceВидеоPractice quiz on Simplification Rules and Sigma NotationЗаданиеGraded quiz on Sets, Number Line, Inequalities, Simplification, and Sigma NotationЗаданиеFeedbackЧтение
02Functions and Graphs14 материалов

Descartes Was Really Smart

A note about the video lectures in this lessonЧтениеCartesian Plane - Plotting PointsВидеоCartesian Plane - Distance FormulaВидеоCartesian Plane - Point-Slope Formula for LinesВидеоCartesian Plane: Slope-Intercept Formula for LinesВидеоPractice quiz on the Cartesian PlaneЗадание

Input-Output Machines

A note about the video lectures in this lessonЧтениеFunctions - Mapping from Sets to SetsВидеоFunctions - Graphing in the Cartesian PlaneВидеоFunctions - Increasing and Decreasing FunctionsВидеоFunctions - Composition and InverseВидеоPractice quiz on Types of FunctionsЗадание
03Measuring Rates of Change13 материалов

This is about that derivative stuff

A note about the video lectures in this lessonЧтениеTangent Lines - Slope of a Graph at a PointВидеоTangent Lines - The Derivative FunctionВидеоPractice Quiz on Tangent Lines to Functions Задание

Fast Growth, Slow Growth

A note about the video lectures in this lessonЧтениеUsing Integer ExponentsВидеоSimplification Rules for Algebra using ExponentsВидеоHow Logarithms and Exponents are RelatedВидеоThe Change of Base FormulaВидеоThe Rate of Growth of Continuous ProcessesВидеоPractice quiz on Exponents and LogarithmsЗаданиеGraded quiz on Tangent Lines to Functions, Exponents and Logarithms ЗаданиеFeedbackЧтение
04Introduction to Probability Theory16 материалов

Basic Probability Definitions

A note about the video lectures in this lessonЧтениеProbability Definitions and NotationВидеоJoint ProbabilitiesВидеоPractice quiz on Probability ConceptsЗадание

Problem Solving Methods

A note about the video lectures in this lessonЧтениеPermutations and CombinationsВидеоUsing Factorial and “M choose N”ВидеоThe Sum Rule, Conditional Probability, and the Product RuleВидеоPractice quiz on Problem SolvingЗадание

Applying Bayes Theorem and the Binomial Theorem

A note about the video lectures in this lessonЧтениеBayes’ Theorem (Part 1)ВидеоBayes’ Theorem (Part 2)ВидеоThe Binomial Theorem and Bayes TheoremВидеоPractice quiz on Bayes Theorem and the Binomial TheoremЗаданиеProbability (basic and Intermediate) Graded QuizЗадание
Graded quiz on Cartesian Plane and Types of FunctionЗадание
FeedbackЧтение
FeedbackЧтение