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SQL for Data Science · LearnSpace
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SQL for Data Science

Курс от University of California, Davis
Начальный≈ 16.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

As data collection has increased exponentially, so has the need for people skilled at using and interacting with data; to be able to think critically, and provide insights to make better decisions and optimize their businesses. This is a data scientist, “part mathematician, part computer scientist, and part trend spotter” (SAS Institute, Inc.). According to Glassdoor, being a data scientist is the best job in America; with a median base salary of $110,000 and thousands of job openings at a time. The skills necessary to be a good data scientist include being able to retrieve and work with data, and to do that you need to be well versed in SQL, the standard language for communicating with database systems. This course is designed to give you a primer in the fundamentals of SQL and working with data so that you can begin analyzing it for data science purposes. You will begin to ask the right questions and come up with good answers to deliver valuable insights for your organization. This course starts with the basics and assumes you do not have any knowledge or skills in SQL. It will build on that foundation and gradually have you write both simple and complex queries to help you select data from tables. You'll start to work with different types of data like strings and numbers and discuss methods to filter and pare down your results. You will create new tables and be able to move data into them. You will learn common operators and how to combine the data. You will use case statements and concepts like data governance and profiling. You will discuss topics on data, and practice using real-world programming assignments. You will interpret the structure, meaning, and relationships in source data and use SQL as a professional to shape your data for targeted analysis purposes. Although we do not have any specific prerequisites or software requirements to take this course, a simple text editor is recommended for the final project. So what are you waiting for? This is your first step in landing a job in the best occupation in the US and soon the world!

Навыки, которые вы освоите

SQLData GovernanceRelational DatabasesData QualityQuery LanguagesDatabase ManagementData LiteracyData ManipulationData ModelingData WranglingData ScienceData TransformationData AnalysisDescriptive Analytics

Программа курса

4 модулей · 71 учебных материалов

01Getting Started and Selecting & Retrieving Data with SQL19 материалов

Getting Started

Course IntroductionВидеоCourse Navigation and Online Safety StatementЧтение

Selecting and Retrieving Data with SQL

What is SQL Anyway?ВидеоDiscovering Your SQL Path in Data ScienceDIALOGUE

Учитесь у экспертов

Sadie St. Lawrence

Founder/CEO Human Machine Collaboration Institute & Founder of Women in Data

SQL for Data Science
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Обучение на Coursera

≈ 16.5 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, 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
Data Models, Part 1: Thinking About Your DataВидео
Introduction to SQL for Data ScienceЗадание
Data Models, Part 2: The Evolution of Data ModelsВидео
Data Models, Part 3: Relational vs. Transactional ModelsВидео
Retrieving Data with a SELECT StatementВидео
Creating TablesВидео
Creating Temporary TablesВидео
Adding Comments to SQLВидео
Let's Practice!Задание
Practice Simple Select QueriesЗадание
SummaryВидео
SQL OverviewЧтение
Data Modeling and ER DiagramsЧтение

Review

Module 1 QuizЗаданиеModule 1 Coding QuestionsЗадание
02Filtering, Sorting, and Calculating Data with SQL14 материалов

Filtering, Sorting, and Calculating Data with SQL

Module IntroductionВидеоBasics of Filtering with SQLВидеоAdvanced Filtering: IN, OR, and NOTВидеоUsing Wildcards in SQLВидеоSorting with ORDER BYВидеоMath OperationsВидеоAggregate FunctionsВидеоGrouping Data with SQLВидеоPutting it All TogetherВидеоModule 2 Practice QuizЗаданиеSQL for Various Data Science LanguagesЧтениеMore About Aggregate FunctionsЧтение

Review and Practice

Module 2 QuizЗаданиеModule 2 Coding AssignmentЗадание
03Subqueries and Joins in SQL17 материалов

Subqueries and Joins in SQL

Module IntroductionВидеоUsing SubqueriesВидеоSubquery Best Practices and ConsiderationsВидеоJoining Tables: An IntroductionВидеоCartesian (Cross) JoinsВидеоInner JoinsВидеоAliases and Self JoinsВидеоAdvanced Joins: Left, Right, and Full Outer JoinsВидеоUnionsВидеоPractice Quiz - Writing QueriesЗаданиеSummaryВидеоSQL and PythonЧтениеUnion and Union AllЧтение

Review and Practice

What do you think you'll use?ОбсуждениеCheck Your Understanding of SQL JoinsDIALOGUEModule 3 QuizЗаданиеModule 3 Coding AssignmentЗадание
04Modifying and Analyzing Data with SQL21 материалов

Modifying and Analyzing Data with SQL

Module IntroductionВидеоWorking with Text StringsВидеоWorking with Date and Time StringsВидеоDate and Time Strings ExamplesВидеоCase StatementsВидеоExplaining the Technical to the Non-Technical: The Regional Sales ReportDIALOGUEViewsВидеоData Governance and ProfilingВидеоUsing SQL for Data Science, Part 1ВидеоUsing SQL for Data Science, Part 2ВидеоAdditional SQL Resources to ExploreЧтение

Review and Practice

Module 4 QuizЗаданиеModule 4 Coding QuestionsЗадание

Final Project

Final Project Instructions, Scripts, & DatasetsЧтениеPractice Final ProjectЗаданиеFinal Project Study Guide and Skills ChecklistЧтениеFinal ProjectЗаданиеUSDA AcknowledgmentЧтениеUSDA Acknowledgment VideoВидео

Course Summary

Course SummaryВидеоHow do you Plan on Using SQL in the Future?Обсуждение