R – Programming
- Basic Introduction to R
- Getting help
- Structure of program in R
- Packages
- Basic Data type
- Advance data type
- Loops and conditional
- Advanced loop
- String Manipulation in R
- Function in R
- Mathematical functions
- Graphics in R
- R connection with Database
- Debugging in R
Statistics In R
- Hypothesis Testing In R
- Test of mean
- Test of variance
- Chi- Square Test
- Non- Parametric Tests
Data Mining
- Machine Learning
- Linear Regression
- Classification
- Logistic regression
- Classification Evaluation metrics
- Decision tree
- Ensemble learning
- Bayes Classification
- Neural Networks
- Clustering
- Text Analysis in R
- Introduction to deep Learning