When:
November 30, 2020 @ 11:00 am – December 4, 2020 @ 3:00 pm
2020-11-30T11:00:00+03:00
2020-12-04T15:00:00+03:00
Where:
Virtual Classroom
Contact:
The objective of this hands-on course is to teach Statistical and Spatial Data Analysis in a practical manner to enable you solve any complex Analysis with ease using R programming.
The training will take 5 days comprising of presentations and practical sessions facilitated by our team of data experts.
The R-studio software will be used for the training.
Course Outline:
Day One: Course Introduction
- Presentation on understanding and analyzing big data
- Overview on basics of R-studio software
- Installation of R software and packages to be used throughout the training
- Overview of the data used for practice and training
Day Two: Data Quality Check and Exploration
- Overview of dlookr package for data diagnosis, exploration and transformation
- Calculating descriptive statistics, testing normality in continuous data
- Use of diagnosis function to run data quality checks and generate data diagnosis report
- Visualization of the data using plots i.e box plots, scatter and bar charts
Day Three: Correlation and Regression Analysis
- Use of correlation coefficient to determine a relationship between continuous variables using correlation function and other correlation test e.g Pearson and Spearman test.
- Visualization of the correlation matrix using plots
- Regression analysis for modeling relationship between variables using simpler linear regression and multiple linear regression model
- Interpretation of results and visualization of the results using plots
Day Four: Simulation and Statistical Tests
- Data simulation
- Use of commonly used statistical tests to measure significance of data. E.g. One sample and two sample-Test, Chi-Squared Test, and Shapiro
- Explore more tests
Day Five: Working with Real Data
- Spatial Analysis
- Correlation analysis
- Modeling
- Accuracy assessment
- Presentation
Course Conclusion
Course Evaluation by the participants
Award of Certificates
How do you get the R-studio software?
R studio is a Free open source software