Development

Hands-On R Programming: Build Real World Data Projects

Course Overview

  • Course Title: Hands-On R Programming: Build Real World Data Projects
  • Instructor: Brighter Futures Hub (Udemy Instructor)
  • Target Audience:
    • Beginners with no prior R programming experience
    • Data science enthusiasts, statistics students, and professionals in business analytics, healthcare, or finance
    • Learners seeking practical, project-based training in R programming
  • Prerequisites: None

Curriculum Highlights

  • Key Topics Covered:

    • Introduction to R: History, applications, and installation (R + RStudio)
    • R Syntax & Data Structures:
      • Data types, vectors, matrices, arrays, data frames, and lists
    • Control Flow & Functions:
      • Conditional statements (if-else), loops (for, while), and user-defined functions
    • Data Manipulation:
      • dplyr (filter, select, mutate, arrange)
      • tidyr (pivot_longer, pivot_wider)
      • Joining/merging datasets
    • Data Visualization:
      • Static plots (scatter, bar, line, histograms) with custom aesthetics
      • Interactive plots
    • Statistics & Analysis:
      • Descriptive statistics (mean, median, standard deviation)
      • Hypothesis testing (t-tests, chi-squared tests)
      • Regression analysis (linear, multiple regression)
    • Real-World Projects:
      • Data cleaning, exploratory data analysis (EDA), and automated reporting
      • Machine learning basics (using caret and randomForest)
  • Key Skills Learned:

    • R programming from scratch with best practices
    • Data wrangling and transformation for real-world datasets
    • Statistical analysis and hypothesis testing
    • Data visualization for business, healthcare, and finance applications
    • Project structuring, documentation, and presentation

Course Format

  • Duration: 2.5 hours on-demand video
  • Format: Self-paced online course (lifetime access)
  • Resources:
    • Mobile and TV access
    • Certificate of completion
    • No downloadable materials or quizzes (beyond video lectures)
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