Machine Learning through R
- 4 Modules
- 4 Weeks
- 2,999
Module 1 : Introduction to Machine Learning
- Introduction to Machine Learning
- Applications of Machine Learning
- Using R for Machine Learning
- Understanding Data in R
- Types of Machine Learning algorithms
Module 2 : Classification Algorithms
- Decision tree algorithm
- Naive Bayes Classification
- KNN classification
Module 3 : Predictive analytics using Regression & Association Rule
- Regression Methods
- Implementing regression
- Exploring the data
- Association Rule learning
Module 4 : Clustering Techniques
- K Means clustering
- Mini batch K Means
- DB Scan algorithm
- Agglomerative clustering
- Comparative study of Clustering algorithms
- Summary of the course
