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  • Master R for Statistics and Data Science

Master R for Statistics and Data Science

  • By admin
  • Engineering
    (0.0/ 0 Rating)
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  • Description
  • Curriculum
  • FAQ
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18668

This comprehensive R course starts from the very basics, covering vectors, matrices, data frames, and more, ensuring a solid foundation for beginners.

Start your journey to becoming an R expert today!

Key Features:

  • Learn R from scratch with a step-by-step approach

  • Hands-on exercises for practical experience

  • Understand data structures and data manipulation in R:

    • Vectors

    • Matrices

    • Data frames

    • Lists

    • Subsetting data

    • apply() functions on matrices

  • Learn about probability distributions and R’s tools for probability.

    • r functions for generating random variables

    • d functions for finding the probability of single events

    • p functions for finding cumulative probabilities

    • q functions for finding percentiles

  • Learn about common probability distributions commonly used in data science, including the binomial, geometric, exponential, normal, Poisson, gamma, and uniform distributions.

  • Lifetime access to course materials and updates

Target audience and pre-requisites:

This course is designed for all levels, and assumes no prior knowledge of R.  Some experience programming or analyzing data is helpful, but we will build all knowledge from scratch! 

Some sections, especially in the second half of the course, will assume a foundation in basic algebra and arithmetic.

Start with the fundamentals of R programming, and gain proficiency in R to position yourself as a skilled data scientist.

Creating vectors and assignment
  • 1
    Introduction
    Video lesson
  • 2
    Install R and RStudio
    Text lesson
Vectorized operations
  • 3
    Variables and assignment
    Video lesson
  • 4
    Variables and assignment
    Quiz
  • 5
    Variables and assignment coding assignment
    Video lesson
  • 6
    Variables and assignment
    Quiz
  • 7
    Vectors with c()
    Video lesson
  • 8
    vectors with c()
    Quiz
  • 9
    Vectors with c() solution
    Video lesson
  • 10
    The colon :
    Video lesson
  • 11
    Vector and colon quiz
    Quiz
  • 12
    colon :
    Quiz
  • 13
    colon : coding solution
    Video lesson
  • 14
    seq()
    Video lesson
  • 15
    seq() quiz
    Quiz
  • 16
    seq() exercise 1
    Quiz
  • 17
    seq() exercise 1 solution
    Video lesson
  • 18
    seq() exercise 2
    Quiz
  • 19
    seq() exercise 2 solution
    Video lesson
  • 20
    rep()
    Video lesson
  • 21
    rep() quiz
    Quiz
  • 22
    rep() exercise 1
    Quiz
  • 23
    rep() exercise 1 solution
    Video lesson
  • 24
    rep() exercise 2
    Quiz
  • 25
    rep() exercise 2 solution
    Video lesson
Basic functions on vectors
  • 26
    Introduction to vectorized operations
    Video lesson
  • 27
    Vectorized operations quiz
    Quiz
  • 28
    Adding a number to all elements of a vector
    Quiz
  • 29
    Adding a number to all elements of a vector solution
    Video lesson
  • 30
    Converting Celsius to Fahrenheit
    Quiz
  • 31
    Converting Celsius to Fahrenheit solution
    Video lesson
  • 32
    Adding two vectors - weights of twins
    Quiz
  • 33
    Adding two vectors - weights of twins solution
    Video lesson
Subsetting vectors
  • 34
    Common functions in R
    Video lesson
  • 35
    mean(), median(), sum(), length()
    Quiz
  • 36
    mean() median() sum() length() solution
    Video lesson
  • 37
    sd() and var()
    Quiz
  • 38
    sd() and var() solution
    Video lesson
  • 39
    summary()
    Quiz
  • 40
    summary() solution
    Video lesson
  • 41
    Missing data and na.rm
    Video lesson
Booleans
  • 42
    Basics of subsetting
    Video lesson
  • 43
    Subsetting quiz 1
    Quiz
  • 44
    subsetting
    Quiz
  • 45
    subsetting with c()
    Quiz
  • 46
    subsetting with :
    Quiz
  • 47
    removing elements with -
    Quiz
Matrix basics
  • 48
    Booleans
    Video lesson
  • 49
    Boolean Quiz 1
    Quiz
  • 50
    ==, >, <, >=, <=
    Quiz
  • 51
    Subsetting a vector with a boolean
    Video lesson
Matrix subsetting
  • 52
    Creating matrices with cbind and rbind
    Video lesson
  • 53
    cbind() and rbind()
    Quiz
  • 54
    cbind and rbind quiz
    Quiz
  • 55
    Creating matrices with matrix()
    Video lesson
  • 56
    matrix() quiz
    Quiz
  • 57
    matrix() 1
    Quiz
  • 58
    dim(), nrow(), ncol() quiz
    Quiz
Matrix operations
  • 59
    Matrix subsetting
    Video lesson
  • 60
    Matrix subsetting quiz 1
    Quiz
  • 61
    matrix subsetting rows and columns
    Quiz
  • 62
    matrix subsetting, only certain columns
    Quiz
  • 63
    matrix subsetting, only certain rows
    Quiz
  • 64
    Matrix subsetting with booleans
    Video lesson
  • 65
    matrix subsetting, rows that meet a boolean criterion
    Quiz
data frames
  • 66
    apply()
    Video lesson
  • 67
    apply() quiz 1
    Quiz
  • 68
    rowSums() and rowMeans()
    Quiz
  • 69
    apply()
    Quiz
lists
  • 70
    Data frames
    Video lesson
  • 71
    creating data frames
    Quiz
  • 72
    data frame quiz
    Quiz
Generating random numbers and splitting training and testing data
  • 73
    Lists
    Video lesson
  • 74
    list quiz
    Quiz
Bernoulli random variables
  • 75
    sample()
    Video lesson
  • 76
    sample()
    Quiz
  • 77
    sample() quiz
    Quiz
  • 78
    Subsetting data randomly with sample()
    Video lesson
  • 79
    test and train data
    Quiz
  • 80
    test/train quiz
    Quiz
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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Course Includes:

  • Price:$44.99$14
  • Instructor:admin
  • Duration:6 total hours
  • Lessons:1
  • Students:55
  • Certifications:No
Get on Udemy $44.99 $14

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