IIRF Online > Development > Data Science > R (programming language) > Certificate in Data Analysis with R
Certificate in Data Analysis with R by Vskills
Course Highlights
- Government certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 12 hrs
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
Curriculum
4 Topics
Evolution and Scope
Data for Business Analytics
Decision Models
Problem Solving and Decision Making
6 Topics
Statistical Notation
Measures of Location
Measures of Dispersion
Measures of Shape
Measures of Association
Excel Descriptive Statistics Tool
4 Topics
Probability Basics
Discrete Probability Distributions
Continuous Probability Distributions
Distribution Fitting
7 Topics
Sampling Methods
Statistical Sampling
Sampling Distributions
Estimation
Interval Estimates
Confidence Intervals
Prediction Intervals
4 Topics
Hypothesis Testing
One-Sample Hypothesis Tests
Two-Sample Hypothesis Tests
ANOVA
7 Topics
What is R?
Objects and Arithmetic
Summaries and Subscripting
Matrices
Attaching to objects
Statistical Computation and Simulation
Graphics
4 Topics
The read.table() function
The scan() function
Accessing Builtin Datasets
Editing data
3 Topics
R as a set of statistical tables
Examining the distribution of a set of data
One- and two-sample tests
8 Topics
Defining statistical models; formulae
Linear models
Generic functions for extracting model information
Analysis of variance and model comparison
Updating fitted models
Generalized Linear Models
Nonlinear least squares and maximum likelihood models
Some Non-Standard Models
7 Topics
High-Level Plotting Commands
Low-level plotting commands
Interacting with graphics
Using graphics parameters
Graphics parameters list
Figure margins
Device drivers
10 Topics
Imports
XML
Spreadsheet-like data
Importing from other statistical systems
Relational databases
Binary files
Image files
Connections
Network interfaces
Reading Excel spreadsheets
Certificate in Data Analysis with R
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