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Using data science to help you - and to help change the world for the better | PauseDoChange

• Learn about data science, and make ways where data science can help to make the world a better place
  • Video: Data science volunteers help non-profit groups working towards changing the world for the better [YouTube]
    • DataKind [DataKind]
  • Data Science
    • Video: Charlotte Stevens - Learner Story: Building a New Career in Data Science [Coursera | YouTube]
    • A video from a course in this specialization: The video, Video: Specialization Motivation - Welcome [Coursera], welcomes you to a specialization helping you to begin to learn about data science.
    • Description: Data Science [Coursera]
    • Resources
      • Selected courses in this specialization
        • Course: The Data Scientist’s Toolbox
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Background knowledge and skills that might be helpful
            • Mathematics
              • Your learning from Succeed with maths - Part 1 might be helpful.
              • Your learning from Succeed with maths - Part 2 might be helpful.
              • Data Science Math Skills
                • A video from the course: Video: Welcome to Data Science Math Skills [Coursera]
                • Description: Data Science Math Skills [Coursera]
                • Study skills
                  • Your learning from Learning How to Learn might be helpful.
                • Background knowledge and skills that might be helpful
                  • Exponents
                    • Intro to Exponents [Math Antics]
                    • Exponents in Algebra [Math Antics]
                    • Pre-Algebra Lessons - Exponents [Cool Math]
                  • Logarithms
                    • ❤︎² Logarithms... How? [mathbff | YouTube]
                    • Exponentials & Logarithms - Algebra Help Lessons - What's a Logarithm? [Cool Math]
                  • Probability
                    • Probability and descriptive statistics - Maths for Science [OpenLearn | Open University]
                    • Probability Introduction: Articles and Videos with Solutions! [Statistics How To]
                    • Probability - Web version (2.0) [OnlineStatBook.com] or Probability - Mobile version [OnlineStatBook.com]
                    • ThatQuiz [ThatQuiz.org]
                  • General
                    • MathTV [MathTV]
                    • Cool Math [Cool Math]
                    • ThatQuiz [ThatQuiz]
                    • Text for Bridging Courses [Macquarie University]
            • Programming experience
              • Learn Python for Data Science
                • Learn Python for Data Science - Online Course [DataCamp]
                • Using web browser software to access Python
                  • Especially if you are not in a position to install Python at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                    • CoCalc
                      • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                      • An overview of CoCalc [YouTube]
              • Your learning from Learning to code for data analysis might be helpful.
          • Learning resources
            • Using web browser software to access R
              • Especially if you are not in a position to install R at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                • CoCalc
                  • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                  • An overview of CoCalc [YouTube]
        • Course: R Programming
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Introduction to R
              • Free Introduction to R Programming Online Course [DataCamp]
              • Using web browser software to access R
                • Especially if you are not in a position to install R at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                  • CoCalc
                    • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                    • An overview of CoCalc [YouTube]
              • R Tutorials - MarinStatsLectures [MarinStatsLectures]
        • Course: Getting and Cleaning Data
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Using web browser software to access R and relevant packages
              • Especially if you are not in a position to install R and relevant packages at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                • CoCalc
                  • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                  • An overview of CoCalc [YouTube]
            • SQL
              • Intro to SQL for Data Science [DataCamp]
            • dplyr and tidyr
              • dplyr (for R)
                • Introduction to the dplyr R package [YouTube]
              • tidyr (for R)
                • R: Tidyr Package Intro, data wrangling [YouTube]
        • Course: Exploratory Data Analysis
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Data visualization
              • ggplot2 (for R)
                • Plotting with ggplot2
                  • Plotting with ggplot2: Part 1 [YouTube]
                  • Plotting with ggplot2: Part 2 [YouTube]
        • Course: Statistical Inference
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Data Analysis and Statistical Inference - DataCamp
              • Data Analysis and Statistical Inference (practice) [DataCamp]
              • OpenIntro Statistics [OpenIntro]
            • Inferential Statistics (practice) [DataCamp]
            • Probability and statistics
              • Online Statistics Education: An Interactive Multimedia Course of Study - Free Statistics Book [OnlineStatBook.com]
              • Statistics How To: Elementary Statistics for the rest of us! [StatisticsHowTo.com]
              • ThatQuiz [ThatQuiz.org]
            • Bayesian statistics
              • Study skills
                • Your learning from Learning How to Learn might be helpful.
              • Background knowledge and skills that might be helpful
                • Your learning about pre-calculus might be helpful.
                • Your learning about calculus might be helpful.
              • Learning resources
                • Beginning Bayes in R (practice) [DataCamp] might refer to the TeachBayes package [CRAN]
                • Bayesian statistics - M249_2 [OpenLearn | Open University]
                • Bayesian statistics: a comprehensive course [YouTube]
                • A Gentle Introduction to Bayesian Analysis: Applications to Developmental Research [statmodel.com]
                • Bayesian Statistics: Why and How – JEPS Bulletin [efpsa.org]
                • Bayesian Statistics: From Concept to Data Analysis [Coursera]
        • Course: Regression Models
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Data Analysis and Statistical Inference - DataCamp
              • Data Analysis and Statistical Inference (practice) [DataCamp]
              • OpenIntro Statistics [OpenIntro]
            • Inferential Statistics (practice) [DataCamp]
            • Probability and statistics
              • Online Statistics Education: An Interactive Multimedia Course of Study - Free Statistics Book [OnlineStatBook.com]
              • Statistics How To: Elementary Statistics for the rest of us! [StatisticsHowTo.com]
              • ThatQuiz [ThatQuiz.org]
            • Logistic regression
              • GLM in R: logistic regression example [YouTube]
              • Statistics 101: Logistic Regression, An Introduction [YouTube]
        • Course: Practical Machine Learning
          • Study skills
            • Your learning from Learning How to Learn might be helpful.
          • Learning resources
            • Machine Learning for Absolute Beginners
              • Session video: Hailey Buckingham - PyVideo.org · Machine Learning for Absolute beginners [PyVideo]
              • Session resources: GitHub - buckinha/PyDX_Tutorial: Machine Learning for Absolute Beginners [GitHub]
              • Study skills
                • Your learning from Learning How to Learn might be helpful.
              • Using web browser software to access Python
                • Especially if you are not in a position to install Python at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                  • CoCalc
                    • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                    • An overview of CoCalc [YouTube]
              • Background knowledge and skills that might be helpful
                • Learn Python for Data Science
                  • Learn Python for Data Science - Online Course [DataCamp]
                  • Using web browser software to access Python
                    • Especially if you are not in a position to install Python at the smartphone, tablet computer, or other Internet-access device that you are using, you might perhaps consider using
                      • CoCalc
                        • CoCalc - Collaborative Calculation in the Cloud [CoCalc]
                        • An overview of CoCalc [YouTube]
                • Your learning about pre-calculus might be helpful.
            • Your learning from Machine Learning might be helpful.

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