Intro to Data Science F22
Intro to Data Science F22
Course Modules
How To Do This Course
How To Do This Course
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PageWelcome to Math/CS 215 Welcome to Math/CS 215Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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PageCourse Syllabus Course SyllabusScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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PageOffice hours info Office hours infoScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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PageAbout Your Instructor About Your InstructorScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizTechnological TO DO List Technological TO DO ListScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Discussion TopicIntroduce Yourself Introduce YourselfScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
R and R Studio Documents and Videos
R and R Studio Documents and Videos
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PageVideo: Introduction to R, RStudio, RStudio Server, and RMarkdown Video: Introduction to R, RStudio, RStudio Server, and RMarkdownScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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PageVideo: Uploading and Exporting Files in the RStudio Server Video: Uploading and Exporting Files in the RStudio ServerScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlR markdown help R markdown helpScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlDataCamp Introduction to R DataCamp Introduction to RScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Final Project
Final Project
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PageProject Presentation Order Project Presentation OrderScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlMath 215 final projects on Rpubs Math 215 final projects on RpubsScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 1: Introduction [Aug 29- Sep 2]
Week 1: Introduction [Aug 29- Sep 2]
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Discussion TopicWeek 1 Lecture notes and Discussion board: Introduction Week 1 Lecture notes and Discussion board: IntroductionScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlSee how the rest of the world lives, organized by income | Anna Rosling Rönnlund See how the rest of the world lives, organized by income | Anna Rosling RönnlundScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlHans Rosling's 200 Countries, 200 Years, 4 Minutes Hans Rosling's 200 Countries, 200 Years, 4 MinutesScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External UrlLink to a Gapminder Project Link to a Gapminder ProjectScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: The Gap Instinct Reading Response: The Gap InstinctScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 2: Building a data science toolbox [Sep 5- Sep 9] (Olin 207)
Week 2: Building a data science toolbox [Sep 5- Sep 9] (Olin 207)
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Discussion TopicWeek 2 Lecture notes and Discussion board: Building a data science toolbox: data visualization with ggplot Week 2 Lecture notes and Discussion board: Building a data science toolbox: data visualization with ggplotScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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External Urlggplot2 colors : How to change colors automatically and manually? ggplot2 colors : How to change colors automatically and manually?Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: Arms Race Reading Response: Arms RaceScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 3: Data Wrangling [Sep 12-Sep 16] (Olin 207)
Week 3: Data Wrangling [Sep 12-Sep 16] (Olin 207)
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Discussion TopicWeek 3 Lecture notes and Discussion board: Data Tidying and Wrangling Week 3 Lecture notes and Discussion board: Data Tidying and WranglingScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: Data Reimagined Reading Response: Data ReimaginedScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 4: Data Types and Classes [Sep 19-Sep 23] (Olin 207)
Week 4: Data Types and Classes [Sep 19-Sep 23] (Olin 207)
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Discussion TopicWeek 4 Lecture notes and Discussion board: Data Types and Classes Week 4 Lecture notes and Discussion board: Data Types and ClassesScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: Algorithms of Oppression Reading Response: Algorithms of OppressionScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 5: Importing and Recoding Data, Effective visualization [Sep 26-Sep 30] (Olin 207)
Week 5: Importing and Recoding Data, Effective visualization [Sep 26-Sep 30] (Olin 207)
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Discussion TopicWeek 5 Lecture notes and Discussion board: Importing and Recoding Data, Effective Data Visualization Week 5 Lecture notes and Discussion board: Importing and Recoding Data, Effective Data VisualizationScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: The Art of Statistics Reading Response: The Art of StatisticsScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 6: Web Scraping [Oct 3- Oct7](Olin 207)
Week 6: Web Scraping [Oct 3- Oct7](Olin 207)
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Discussion TopicWeek 6 Lecture notes and Discussion board: Web Scraping Week 6 Lecture notes and Discussion board: Web ScrapingScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 7: Scientific studies, EDA, Misinterpretation, Algorithmic Bias [Oct 10- Oct 14](Olin 207)
Week 7: Scientific studies, EDA, Misinterpretation, Algorithmic Bias [Oct 10- Oct 14](Olin 207)
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Discussion TopicWeek 7 Lecture notes and Discussion board: Scientific Studies, EDA, Misinterpretation, Algorithmic Bias Week 7 Lecture notes and Discussion board: Scientific Studies, EDA, Misinterpretation, Algorithmic BiasScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: Calling Bullshit, Selection Bias Reading Response: Calling Bullshit, Selection BiasScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Week 8: Fitting and interpreting models [Oct 17- Oct 21](Olin 207)
Week 8: Fitting and interpreting models [Oct 17- Oct 21](Olin 207)
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Discussion TopicWeek 8 Lecture notes and Discussion board: Fitting and interpreting models Week 8 Lecture notes and Discussion board: Fitting and interpreting modelsScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: College Surveillance Reading Response: College SurveillanceScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Weeks 9 and 10: Logistic Regression, Prediction and overfitting , Feature engineering [Oct 24 - Nov 4]
Weeks 9 and 10: Logistic Regression, Prediction and overfitting , Feature engineering [Oct 24 - Nov 4]
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Discussion TopicWeek 9 Lecture notes and Discussion board: Logistic Regression; Prediction and overfitting; Feature engineering Week 9 Lecture notes and Discussion board: Logistic Regression; Prediction and overfitting; Feature engineeringScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: Power by Hannah Fry Reading Response: Power by Hannah FryScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Weeks 11 and 12: Cross Validation, Quantifying uncertainty, Bootstrapping [Nov 7- Nov 18]
Weeks 11 and 12: Cross Validation, Quantifying uncertainty, Bootstrapping [Nov 7- Nov 18]
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Discussion TopicWeek 11 and 12 Lecture notes and Discussion board: Cross Validation; Quantifying Uncertainty; Bootstrapping Week 11 and 12 Lecture notes and Discussion board: Cross Validation; Quantifying Uncertainty; BootstrappingScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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QuizReading Response: The Henry Higgins Effect by Caroline Criado Perez Reading Response: The Henry Higgins Effect by Caroline Criado PerezScore at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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