R Programming

R Programming

R Programming

R programing language, handles statistical computation of information and graphical representations.

Lessons

    • What is Data Science
    • Who is a Data Scientist
    • Types of Data
    • Machine learning introduction
    • Deep learning and AI introduction
    • R and R studio installation
    • Variable and data types
    • Vector basic
    • Operators
    • Vector operations
    • Conditional statements and loops
    • Functions
  1. Advance R

    • Matrices
    • Data frame
    • List
    • Built-in features
    • Apply
    • Math functions
    • Date and time
    • Regular expressions
  2. Data I/O

    • Web scraping
    • CSV
    • Excel
    • SQL
    • Introduction to Dplyr
    • Pipe operator
    • Introduction to Tidyr
    • Introduction to ggplot2
    • Histogram
    • Scatterplot
    • Barplot
    • Boxplot
    • Variable plotting
    • Co-ordinates and Faceting
    • Themes
    • Interactive plotting with plotly
    • Introduction to Machine learning
    • Linear regression
    • Logistic regression
    • K-nearest neighbours
    • Decision Tree
    • Random Forest
    • Support vector machines
    • Introduction to unsupervised learning
    • K-means clustering
    • Natural language processing
    • Introduction to Neural nets

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