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| Course Prerequisites and Difficulty Levels | http://bit.ly/2e6y3nn |
| Configuring RStudio to work with git / github - Mac OSX | http://bit.ly/2c9Q2bf |
| Configuring RStudio to work with git / github - Windows 7, 8, and 10 | http://bit.ly/2bPxOL5 |
| Using Editor Modes in Discussion Forum Posts | http://bit.ly/2j4f1iX |
| Buying a Computer for Data Science | http://bit.ly/2bHgwAY |
| R and RStudio on Chromebook | http://bit.ly/2eQ8ipJ |
| Installing R and RStudio on Chromebook | http://bit.ly/2tHLVOo |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#issue-students-struggle-to-find-urls-in-lecture-slides |
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| The Future of Data Analysis | http://bit.ly/2uC9atX |
| 50 Years of Data Science | http://bit.ly/2tKcaQu |
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| Resources for R Programming | http://bit.ly/2dhZ8Dy |
| Data Science Specialization's github.io | http://datasciencespecialization.github.io/ |
| References for R Programming | http://bit.ly/2b8AxhF |
| Data Science Specialization: what is the value? | http://bit.ly/2j3EcCn |
| Swirl: common problems & getting help | http://bit.ly/2vbIZX6 |
| R versus Python | http://bit.ly/2kleU76 |
| Commercial Statistics Packages: An Historical Perspective | http://bit.ly/2fPj2qN |
| Configuring RStudio to work with git / github - Mac OSX | http://bit.ly/2c9Q2bf |
| A Data Frame is Also a List | http://bit.ly/2fmMRAp |
| Forms of the Assignment Operator | http://bit.ly/2dtPhM9 |
| Forms of the Extract Operator | http://bit.ly/2bzLYTL |
| S Objects, R Objects, and Lexical Scoping | http://bit.ly/2dtOSXi |
| Thinking in R versus Thinking in SAS | http://bit.ly/2cH3u8x |
| Strategy for the Programming Assignments | http://bit.ly/2ddFh9A |
| Why is R More Difficult than SAS? | http://bit.ly/2erxk3A |
| R Onboarding for SAS Users | http://bit.ly/2dr7yum |
| References for R Programming | http://bit.ly/2b8AxhF |
| Object Oriented Programming and R | http://bit.ly/2f5lzyh |
| Scoping in C/C++ vs. R | http://bit.ly/2l9tTAx |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#posts-regarding-specifics-of-programming-assignments |
| Assignment 1: Breaking Down Pollutantmean | http://bit.ly/2cHyiCl |
| Assignment 1: Breaking Down Complete | https://bit.ly/35wUnSO |
| Assignment 1: Breaking Down Corr | https://bit.ly/2UwrfFe |
| Assignment 1: A SAS Version of Pollutantmean | http://bit.ly/2d3DR4e |
| Assignment 1: Common Mistakes - Weighted vs. Unweighted Means | http://bit.ly/2cA0fSh |
| Assignment 1: Common Mistakes - complete("specdata",332:1) fails | http://bit.ly/2uSLhui |
| Assignment 1: A More Elegant Solution | http://bit.ly/2kwBBlK |
| Assignment 2: Demystifying makeVector | http://bit.ly/2bTXXfq |
| Assignment 2: makeCacheMatrix as an Object | http://bit.ly/2byUe4e |
| Assignment 2: Using Github Desktop | http://bit.ly/2udIoFf |
| Assignment 2: Grading the SHA-1 Hash Code | http://bit.ly/2iUWoB6 |
| Assignment 3: Functions to Sort Data Frames | http://bit.ly/2dxItzw |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#miscellaneous-code-examples-and-instructions |
| Permanently Setting R Working Directory | http://www.r-bloggers.com/setting-your-working-directory-permanently-in-r/ |
| Tutorial: Downloading Files | http://bit.ly/2iP2suj |
| Creative Use of R: Downloading Course Lectures | http://bit.ly/2bGlI7R |
| How to Upgrade R without Losing Your Packages | http://bit.ly/2ejS8ox |
| Common R Mistakes: Overwriting R Functions with Output Variables | http://bit.ly/2i3gmoA |
| R Programming Cheat Sheet | http://bit.ly/2rwY4CD |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#interesting-r-news-and-blog-articles |
| R vs. Python: 2016 Survey of Software used for Data Science | http://bit.ly/2b827ey |
| What Big Data, Data Science, Deep Learning software goes together | http://bit.ly/2bFBPmW |
| kdnuggets.com | http://bit.ly/2b83GcK |
| R and Python vs. SAS and SPSS | http://bit.ly/2mJ3l6X |
| r-bloggers.com | http://r-bloggers.com |
| Scaling R for Data Science | http://oreil.ly/2b8pQyR |
| Lexical Scoping and Statistical Computing | http://bit.ly/2cmqAPy |
| Data Science Job Report 2017: R Passes SAS, But Python Leaves Them Both Behind | http://bit.ly/2oCHulX |
| Redmonk Programming Language Rankings: February 2020 | https://bit.ly/3ceFUM4 |
| Github | https://github.com |
| Stackoverflow | https://stackoverflow.com |
| IEEE 2018 Language Rankings | http://bit.ly/2KKwgTa |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-3-getting-and-cleaning-data |
| Week 1: Demystifying HTML Parsing: Baltimore Ravens Game Scores | http://bit.ly/2gv12SS |
| Week 1: HTML Parsing - Gotta scrape 'em all | https://bit.ly/3lXXPvD |
| Real World Example: Importance of Getting and Cleaning Data | http://bit.ly/2xEBTga |
| Real World Example: Reading American Community Survey data | http://bit.ly/2bAdLE9 |
| Common Problems: Quiz 1 - Missing Java Runtime | http://bit.ly/2jjtyXM |
| Strategy for Reading Files & APIs / Quiz 2 | http://bit.ly/2e4L5oF |
| Common Problems: Quiz 2 - sqldf() driver fails to connect | http://bit.ly/2kD2KTY |
| Definitive Guide to Week 2 Question 5 | http://bit.ly/2wVyR6K |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#articles-and-content-related-to-getting-and-cleaning-data |
| Tidy Data | http://bit.ly/2nyw5Ci |
| data.table Github Wiki | http://bit.ly/2og7rDK |
| Tutorial: Downloading Files | http://bit.ly/2iP2suj |
| Cheatsheet: R Syntax Comparison | https://bit.ly/3cxWabo |
| $ form of the extract operator | http://bit.ly/2bzLYTL |
| pipe operator | https://bit.ly/2Luu8BT |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-4-exploratory-data-analysis |
| Assignment 1: Reading a Subset of Raw Data | http://bit.ly/2oAHoqI |
| CONCEPTS: Strategies for Imputing Missing Values | http://bit.ly/2w1b0FN |
| The Fundamentals of Data Visualization | https://bit.ly/35WjP2E |
| Data Visualization: a practical introduction | https://bit.ly/2YSWL3A |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-5-reproducible-research |
| Assignment 2 Checklist | http://bit.ly/2c6XFhQ |
| Configuring knitr to Retain Markdown Output | http://bit.ly/2nITVJH |
| Assignment 2: Improving Runtime Performance of Initial Data Load | http://bit.ly/2q0ieCO |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-6-statistical-inference |
| Reference Materials for Statistical Inference | http://bit.ly/2c50sKo |
| Using MathJax with Discussion Forums, R Markdown, and Github Pages | http://bit.ly/2doF4OT |
| CONCEPTS: Calculating Area for a Point on the Normal Curve | http://bit.ly/2hw5AMF |
| CONCEPTS: Variance of a Binomial Distribution | http://bit.ly/2wA22yU |
| Poisson Confidence Interval Explained | http://bit.ly/2m8qQ8y |
| Power Calculations: Optimal Sample size | http://bit.ly/2i1RDGa |
| Permutation Tests Explained | http://bit.ly/2iV2HEx |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#articles-related-to-the-course-project |
| Exponential Distribution / Central Limit Theorem - Assignment Checklist | http://bit.ly/2i5v81c |
| ToothGrowth Analysis - Assignment Checklist | http://bit.ly/2iP39Ur |
| Exploratory Data Analysis in ToothGrowth Assignment | http://bit.ly/2iQEfBV |
| Accessing R Code from an Appendix in Knitr | http://bit.ly/2i1I0XW |
| Theoretical Variance of Sampling Distribution of the Mean | http://bit.ly/2iPa2oz |
| Kable Tables with Data Frames | http://bit.ly/2j40Wlw |
| Installing MiKTeX on Windows 10 / Generating a PDF with knitr | http://bit.ly/2iiGNbu |
| Commentary on Factorial Design in Toothgrowth Analysis | http://bit.ly/2eEVRhw |
| Knitr Reference | http://bit.ly/2yOg4vv |
| Yihui Xe | http://bit.ly/2kh2tK3 |
| knitr | http://bit.ly/2g1m1xr |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-7-regression-models |
| Regression Models References | http://bit.ly/2IlDR9U |
| Why does sum of errors * X equal 0? | http://bit.ly/2ipyoSN |
| Using MathJax with Discussion Forums, R Markdown, and Github Pages | http://bit.ly/2doF4OT |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-8-practical-machine-learning |
| Week 3: Installing Rgtk2 and Rattle on OS X | http://bit.ly/2w13R8B |
| Week 3: Accessing files from ElemStatLearn package | https://bit.ly/3ewl6Rg |
| Week 4: Combining Predictors Math Explained | http://bit.ly/2i5z0Q4 |
| Course Project - gh-pages Setup with RStudio | http://bit.ly/2bTvGqr |
| Course Project - Improving Runtime Performance of Random Forest Models with caret::train() | http://bit.ly/2bYtutG |
| Course Project - Predicting Test Scores based on Training Model Accuracy | http://bit.ly/2i5A3zx |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-9-developing-data-products |
| Configuring shinyapps.io Application Timeout | http://bit.ly/2dEq8O8 |
| Mastering Shiny | https://bit.ly/3bD6f6c |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#course-10-capstone |
| Speech and Language Processing, 3rd Edition | https://web.stanford.edu/~jurafsky/slp3/ |
| n-gram Computations and Computer Capacity | http://bit.ly/2couvxh |
| Capstone Strategy | http://bit.ly/2rGcgc6 |
| Choosing a Text Analysis Package | http://bit.ly/2qagsPa |
| Common Problems: Running out of Memory Converting Document Feature Matrix to Regular Matrix | http://bit.ly/2hZQf8b |
| https://patch-diff.githubusercontent.com/lgreski/datasciencectacontent#content-for-community-mentors |
| Tips for New Community Mentors | http://bit.ly/2bZJniM |
|
Readme
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