Data Engineering Master

• Build robust processes
• Perform the most common data cleansing techniques
• Process text data for data mining
• Access web-based data
• Use databases and Hadoop
• Leverage scripts

Machine Learning Master

• Cross Validation
• Parameter Optimization
• Ensemble Models for Supervised Learning
• SVMs and Deep Learning
• Model Selection
• Feature Engineering
• Time Series
• Integrate R and Python Models

Data Engineering Master

• Access Data
• Basic Data Preparation
• Build Programmatic Processes
• Machine Learning & Validation
• Advanced Cleansing Techniques
• Scripts
• Databases & Radoop
• Text & Web

Machine Learning Master

• Validation & Performance
• Feature Engineering
• Parameter Optimization
• Model Selection & Scoring
• Supervised Learning
• Time Series
• Python and R Integration