Data Mining using Machine Learning

If you have prior analytics experience or are from a computer science background, this course introduces you to Neural networks and decision trees which are currently the most advanced data mining techniques. These techniques can detect trends that are too complex to be noticed by either humans or other computer techniques.

The techniques taught in this course have varied applications in

• Risk management and fraud detection
• Marketing and Targeting
• Airline Scheduling and Seat allocation
• Medical Research
• Linguistic Patterns Research
• Industrial and Manufacturing Process Control

Course Duration – 16 Hours
Platform - Statistica
Course Contents

• Decision Tree’s
• Boosting
• Random Forests
• Neural Networks
• Radial Basis function
• Multi layer perceptons

Course Duration – 16 Hours
Platform - Statistica

Pre-requisites

Predictive Modeling

• Fundamentals and Approach
• Logistic/Linear Regression
• Hypothesis Testing
• Parametric/Non Parametric tests
• P-Value interpretations
• Data Preparation and handling