Month 16: Advanced Business Analytics Techniques
Week 1: Predictive Analytics
- Day 1: Introduction to Predictive Analytics
- Day 2: Linear Regression for Predictive Analytics
- Day 3: Logistic Regression for Predictive Analytics
- Day 4: Decision Trees for Predictive Analytics
- Day 5: Neural Networks for Predictive Analytics
Week 2: Prescriptive Analytics
- Day 1: Introduction to Prescriptive Analytics
- Day 2: Linear Programming for Optimization
- Day 3: Non-Linear Programming
- Day 4: Decision Analysis
- Day 5: Monte Carlo Simulation
Week 3: Text Analytics
- Day 1: Introduction to Text Analytics
- Day 2: Text Preprocessing
- Day 3: Sentiment Analysis
- Day 4: Topic Modeling
- Day 5: Text Classification
Week 4: Social Network Analysis
- Day 1: Introduction to Social Network Analysis
- Day 2: Network Measures
- Day 3: Community Detection
- Day 4: Network Dynamics
- Day 5: Social Network Analysis with Software
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