Data Analytics

Data Analysis with R

• What is R
• Using R
• Building a Heat Map with R

Basic Statistics

• Basic Statistics Concepts

Statistical Learning

• What is Statistical Learning
• Probability Distributions (I)
• The Binomial Distribution

Future topics
Linear methods:
stepwise selection
ridge regression
principal components regression
Partial Least Squares
Lasso

Non-Linear statistical Learning:
Tree-based methods:
bagging
boosting
random forest

Unsupervised Learning
principal components analysis
K-means clustering
hierarchical clustering