Introduction to R:
- Installing R
- Installing R Studio
- Creating Objects in R
- Creating Arrays
- Creating Data frames
- Use of Structure
- Dimensions
- Loading CSv files, Foreign packages into R
- Data Manipulation with R:
- Loading vectors in R
- Combining to vectors in R
- Cleaning Data with R, Swapping Data, Sorting Data, Converting unstructured to structured data, usage of sub, gsub, regexpr, gregexpr, apply, lapply, sapply
- Data Visualization with R:
- Usage of Plot, lines, boxplot, stars, barplot, pie, hist, rug, sunflowerplot, various color of histograms, tabplot, ggplot2, maptools and extracting data from URLs
“Machine Leaning”
- Foundation:
- Machine Learning Introduction: Supervised and Unsupervised Learning
- Linear Regression Theory
- Linear Regression Programming with R
- Working on Case Study
- Multiple Linear Regression
- Theory behind multiple linear regression
- Multiple Linear Regression with R
- Working on Case Study
- Decision Tree: Theory Behind Decision Tree
- Decision Tree with R
- Working on Case Study
Naive Bayes:
- Theory behind Naïve Bayes classifiers
- Naive Bayes Classifiers with R
- Working on Case Study
Support Vector Machines:
- Theory behind Support Vector Machines
- Support vector machines with R
- Improving the performance with Kernals
- Working on Case Study
Association Rule:
- Theory behind Association Rule
- Working on Case Studies
- Expert:
- Neural Net:
Artificial Neural Network
- Connection Weights in Neural Network
- Generating Neural Network with R
- Improving Neural Network Accuracy with Hidden Layers
- Working on Case
- Random Forest:
Theory behind Random Forest
- Random Forest with R
- Improving performance of Random Forest
- Working on Case Study
- Recommendation Engine:
Theory behind Recommendation Engines
- Working on Case Study with R
- Dimension Reduction:
- Theory behind Recommendation Engine
- Working on Case Studies
Text Mining:
Introduction to Text Mining concepts
- Sentiment Analysis with R/li>
- Positive and Negative Word Cloud
- Case study on Sentiment analysis
- Advanced Regression
- Theory Behind Advanced Regression
- Advanced Regression with R
- Working on Case Study
- Web Analytics:
- Theory behind Web Analytics
- Working on Case Study