Data Science Tutorial

Topics

• Linear Regression
• Logistic Regression
• LASSO, Ridge and Elastic Net
• KNN 
• SVM and Kernal Programming
• Classification and Regression Tree(CART)
• Decision Tree
• Ensemble Model and Multi-Classification Model 
• Naive Bayes
• Association Rules
• Neural Net and Deep Learning
• Bagging, Boosting and Random Forest
• Time Series Analysis
• Market Basket Analysis
• Clustering
• Dimension Reduction
• Sentimental Analysis
• Text Analysis and Text Mining 
• Neural Net and Deep Learning