STC on Machine Learning using R

Oplan :ICT-CSE-28 ( 21-25 Feb 2022)

Contents

• Introduction to Open Source Technology
• Introduction to R Programming and Features
• R Programming Constructs, Operators, Loops, Functions
• Data Structure and Data Type in R
• Data Plotting and Visualization
• Satellite Image analysis using R
• Essential of Statistics for Machine Learning
• Ensemble Technique and Prediction Improvement
• Clustering Algorithms and Implementation
• Regression and classification Algorithms and Implementation
• Advance Machine Learning Algorithms and Time series Data Analysis
• Covid Data Analysis using R
• Probability Distribution Functions and Stochastic Random Walks.
• Case Study using R

Schedule

DATE	10:00 A.M. to 11:30 P.M.	11:30 A.M. to 1:00 P.M.	3:00P.M. to 4:30 P.M.
21-02-2022	Introduction to R Programming and Features	R and R Studio Installation	R Programming Constructs, Operators, Loops, Functions
22-02-2022	Data Structure and Data Type in R	Data Plotting and Visualization	Satellite Image analysis using R
23-02-2022	Essential of Statistics for Machine Learning	Ensemble Technique and Prediction Improvement	Clustering Algorithms and Implementation
24-02-2022	Regression and classification Algorithms and Implementation	Advance Machine Learning Algorithms and  Time series Data Analysis	Covid Data Analysis using R
25-02-2022	Probability Distribution Functions and Stochastic Random Walks	Probability Distribution Functions and Stochastic Random Walks	Case Study using R, Feedback and Online Quiz