Description
Learn Data Science using R from scratch. Build your career as a Data Scientist. Explore knitr, buzz dataset, adv methods
Topics Covered
Data Science Learning Path
How to learn Data Science
Data Collection and Management
Model Deployment and Maintenance
Setting Expectations
Loading Data into R
Exploring Data in Data Science and Machine Learning
Benefits of Data Cleaning
Cross Validation in R
Data Transformation
Modeling Methods
Solving Classification Problems
Working without Known Targets
Evaluating Models
Confusion Matrix
Introduction to Linear Regression
Linear Regression in R
Simple and Multiple Regression
Linear and Logistic Regression
Support Vector Machines (SVM) in R
Unsupervised Methods
Clustering in Data Science
K-means Algorithm in R
Hierarchical Clustering
Market Basket Analysis
MBA and Association Rule Mining
Implementing MBA
Association Rule Learning